{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian test 1H0707-495(10-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.fftpack import fft,ifft\n",
    "import pandas as pd\n",
    "from scipy.optimize import minimize\n",
    "from scipy.optimize import basinhopping\n",
    "from iminuit import Minuit\n",
    "\n",
    "import emcee\n",
    "from pprint import pprint\n",
    "import time\n",
    "from multiprocessing import Pool\n",
    "\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 似然函数 p; D = -2 ln p\n",
    "\n",
    "def twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata101 = pd.read_csv(\"perlist101.csv\")\n",
    "    f = perdata101['f']\n",
    "    per = perdata101['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata101)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 4098.51380800864</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 320</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 2.6269656262097068e-06</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#EDMRGjsnyu').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-0.968066</td>\n",
       "        <td>0.222807</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-3</td>\n",
       "        <td>0</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>log_f_b</td>\n",
       "        <td>-4.09873</td>\n",
       "        <td>0.273228</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-5</td>\n",
       "        <td>-2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>alpha_H</td>\n",
       "        <td>2.26913</td>\n",
       "        <td>0.15531</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>2</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>poisson</td>\n",
       "        <td>1.42105</td>\n",
       "        <td>0.0683729</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"EDMRGjsnyu\" style=\"display:none;\">\n",
       "<textarea rows=\"14\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -0.968066 & 0.222807 &  &  & -3.0 & 0 & No\\\\\n",
       "\\hline\n",
       "1 & log $f_{b}$ & -4.09873 & 0.273228 &  &  & -5.0 & -2 & No\\\\\n",
       "\\hline\n",
       "2 & $\\alpha_{H}$ & 2.26913 & 0.15531 &  &  & 2.0 & 5 & No\\\\\n",
       "\\hline\n",
       "3 & poisson & 1.42105 & 0.0683729 &  &  & 0.0 & 2 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4098.51380800864\n"
     ]
    }
   ],
   "source": [
    "m=Minuit(twi_minus_loglikelihood,log_A=math.log(0.005,10),log_f_b=math.log(1.7E-4,10),alpha_H=3.8,poisson=0.8,\n",
    "         error_log_A=0.1,error_log_f_b=0.1,error_alpha_H=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-3,0), limit_log_f_b=(-5,-2),limit_alpha_H=(2.0,5.0),limit_poisson=(0,2),\n",
    "         errordef=1)\n",
    "\n",
    "m.migrad()\n",
    "\n",
    "pprint(m.fval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "perdata101 = pd.read_csv(\"perlist101.csv\")\n",
    "f = perdata101['f']\n",
    "per = perdata101['per']\n",
    "\n",
    "alpha_L = 1.0\n",
    "log_A,log_f_b,alpha_H,poisson = m.values[0],m.values[1],m.values[2],m.values[3]\n",
    "\n",
    "model = []\n",
    "R_obs = []\n",
    "T_SSE_obs = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "    R_obs.append(2*per[i]/model[i])\n",
    "    T_SSE_obs += (((per[i]-model[i])/model[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=15)\n",
    "plt.ylabel(\"power\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 18.23421035886322\n",
      "T_SSE = 1168.3602159124166\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs = max(R_obs)\n",
    "print (\"T_R =\", T_R_obs)\n",
    "print (\"T_SSE =\", T_SSE_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list=[None for i in range(5000)]\n",
    "TR_list=[]\n",
    "TSSE_list=[]\n",
    "n_TR = 0\n",
    "n_TSSE = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list.append(max(R_simu))\n",
    "    TSSE_list.append(T_SSE_simu)\n",
    "    if TR_list[-1]>T_R_obs:\n",
    "        n_TR += 1\n",
    "    if TSSE_list[-1]>T_SSE_obs:\n",
    "        n_TSSE += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSSOxhiQjXdatW7/UBylJWmZWL3UHpDbtAGqkLWzfnpHWL0laeRyxkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEUMFuySXJvm5JAZCSZKkZWbYgLYW+N/AtiR/nORxI+iTJEmSdsNQwa6qfho4HHg78CLgmiT/kOQ3kvz4KDooSZKk+Rl6SrWqbqiq11bVYcBzgK3AucAtSS5K8qxF7qMkSZLmYaHnyn0O+BRwHfAjwHHAJ5NsSXLUQjsnSZKk+dutYJfkp5O8C7gVeDPwj8DRVXUI8ETgW8C7F62XkiRJmtPqYQoneQ1wOrAe+Dvg3wMfqKp/mSpTVV/sy/3d4nVTkiRJcxkq2AEvBS4C3llVW3dR7kvAr+92ryRJkjS0YYPdoVX1g7kKVdUddAFQkiRJYzLsOXb3Jjlmpg1JnpJkztAnSZKk0Rg22GUX2x4E7FxAXyRJkrQAc07FJjmU7mKJKUclefC0Yg8GTgO+unhdkyRJ0jDmM2L3a8Cn6e5XV8Bb+s+Dy98AJwGvn6uyJBuTXJdka5KzZ9h+bJLPJ9mZ5ORp205Lcn2/nDaw/ilJru7r/O9JdjWyKEmS1KT5XDzxP4BL6aZhrwJO7V8H3Qt8vap27KqiJKuA84HjgW3AFUk2VdUXB4p9ne6WKq+Ytu9+wB8AE3QBc3O/7510YfNMuhsmfwTYCHx0HscmSZLUjDmDXVXdBtwGkOQw4Jaqunc32zsG2FpVN/T1XQycCPxrsKuqG/tt903b97nAx/orbknyMWBjkk8DD62qz/br3003emiwkyRJe5T5nGP3I1X1vf7jbcDqJLPuN1B2JgcBNw183gY8dT4dnWXfg/pl2wzrJUmS9ijzmYq9J8nTq+ofge/QTYPuyqpdbJvp3Le56ptr33nXmeRMuilbDj300Hk2K0mStDLMJ9j9OvCVgffzDWIz2QYcMvD5YODmIfZ91rR9P92vP3g+dVbVBcAFABMTEws5DkmSpGVnPufYXTTw/sIFtncFcHh/rt43gFOAfzfPfS8D/muSffvPzwFeXVV3JLknydOAy4FfBf58gf2UJElacYa6QXGS1UnWTFv3nCQvT/KTc+1fVTuBs+hC2rXA+6vqmiTnJHlBX9/RSbYBLwTeluSaft87gP9CFw6vAM6ZupAC+C3g7cBWutFFL5yQJEl7nFTNf0YyyV8Bd1fVr/ef/wPwp8AOunPrfqGq/noUHV1sExMTNTk5udTdWDG6WwOOevZ6HG2Mq53xtDHM73e4qvtTV0dVvyRpKEk2V9XEXOWGfaTY0+juEzfllcCbq+ohdCNmvz9kfZIkSVokwwa7/YFbAZI8CXgk8NZ+2weAIxava5IkSRrGsMFuO/c/N3Yj8LWqmrpi9iHA9JsKS5IkaUzmc7uTQR8A3pjkyXTPkD1vYNtRwPWL1TFJkiQNZ9hgdzbwbeBouuez/tHAtqcAlyxSvyRJkjSkoYJdf7uSc2bZ9guL0iNJkiTtlmFH7P5V/7zYvaevn+NZsZIkSRqRYW9Q/NAk5yW5GfgX4J4ZFkmSJC2BYUfs3gY8j+6edV8E7l30HkmSJGm3DBvsngv8TlW9fRSdkSRJ0u4b9j523wW2jaIjkiRJWphhg92bgX+fZNj9JEmSNGLDTsUeBDwZuC7Jp4C7pm2vqnrVovRMkiRJQxk22J1M99iw1cDxM2wvwGAnSZK0BIa9QfFho+qIJEmSFsZz5SRJkhoxdLBLcmSSS5J8JcmOJD/Zr39DkhMWv4uSJEmaj2GfPHECsBlYB7wbeNDA5h3Aby9e1yRJkjSMYUfs/gi4sKp+GnjDtG1bgA2L0itJkiQNbdhg9zjgkv59Tdv2bWC/BfdIkiRJu2XYYPdN4FGzbHsC8PWFdUeSJEm7a9hgdzFwTpJnDKyrJI+lu3/dexetZ5IkSRrKsDcofg1wBPAZ4JZ+3YfpLqb4W+C/Ll7XJEmSNIxhb1C8A3hekuOAnwUOAO4APlFVHxtB/yRJkjRP8w52SUL3GLGnAY/oV28DPgt8fPG7JkmSpGHMK9glOYruathHAz8AbgcC7A+sAq5PckpVbRlVRyVJkrRrc148keQRwGXAPwM/B/xYVT2yqg4Efhx4HnAvcFmSh4+ys5IkSZrdfK6K/W26UPfMqrqsqu6d2lBVO6rqo8CxfZmzRtNNSZIkzWU+we45wP+oqm/PVqCq7gLeAmxcrI5JkiRpOPMJdo8BPj+Pcpv7spIkSVoC8wl2+wB3z6PcPcBDF9YdSZIk7a75BLvwwOfC7qqsJEmSlsB872N3WZKdi1SXJEmSRmA+Yez1I++FJEmSFmzOYFdVBjtJkqQVYD7n2EmSJGkFMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNGHuwS7IxyXVJtiY5e4bta5Jc0m+/PMn6fv2pSbYMLPcl2dBv+3Rf59S2h4/3qCRJkpbeWINdklXA+cAJwBHAi5McMa3YGcCdVfUY4FzgjQBV9d6q2lBVG4BfAW6sqi0D+506tb2qvjnyg5EkSVpmxj1idwywtapuqKp7gYuBE6eVORG4qH9/KfDsJJlW5sXAX460p5IkSSvMuIPdQcBNA5+39etmLFNVO4G7gf2nlXkRDwx27+qnYV8zQxAEIMmZSSaTTN522227ewySJEnL0riD3UyBq4Ypk+SpwPeq6gsD20+tqicBz+yXX5mp8aq6oKomqmpi7dq1w/VckiRpmRt3sNsGHDLw+WDg5tnKJFkN7APcMbD9FKaN1lXVN/rXe4D30U35SpIk7VHGHeyuAA5PcliSvelC2qZpZTYBp/XvTwY+WVUFkGQv4IV05+bRr1ud5ID+/YOA5wFfQJIkaQ+zepyNVdXOJGcBlwGrgHdW1TVJzgEmq2oT8A7gPUm20o3UnTJQxbHAtqq6YWDdGuCyPtStAj4O/MUYDkeSJGlZST8YtseZmJioycnJpe7Goli3bj3bt39tDC2N+u9KxtDGuNoZTxsj+/1OXX+0h/77IEnLTZLNVTUxV7mxjthpNLpQN46gIkmSljMfKSZJktQIg50kSVIjDHaSJEmNMNhJK9YakoxkmZKEdevWL90hSpKG4sUT0oq1g9FdNDMV7ort271wRpJWCkfsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhox9mCXZGOS65JsTXL2DNvXJLmk3355kvX9+vVJ/jnJln5568A+T0lydb/Pf0+S8R2RJEnS8jDWYJdkFXA+cAJwBPDiJEdMK3YGcGdVPQY4F3jjwLavVNWGfnnpwPq3AGcCh/fLxlEdgyRJ0nI17hG7Y4CtVXVDVd0LXAycOK3MicBF/ftLgWfvagQuyYHAQ6vqs1VVwLuBkxa/65IkScvbuIPdQcBNA5+39etmLFNVO4G7gf37bYcluTLJ/03yzIHy2+aoU5IkqXmrx9zeTCNvNc8ytwCHVtW3kjwF+FCSJ8yzzq7i5Ey6KVsOPfTQeXdakiRpJRj3iN024JCBzwcDN89WJslqYB/gjqraUVXfAqiqzcBXgMf25Q+eo076/S6oqomqmli7du0iHI4kSdLyMe5gdwVweJLDkuwNnAJsmlZmE3Ba//5k4JNVVUnW9hdfkORRdBdJ3FBVtwD3JHlafy7erwIfHsfBSJIkLSdjnYqtqp1JzgIuA1YB76yqa5KcA0xW1SbgHcB7kmwF7qALfwDHAuck2Qn8AHhpVd3Rb/st4ELgIcBH+0WSJGmPku5C0j3PxMRETU5OLnU3FkU3UDnq77GVNsbVzspuo/pTV0N1/91D/52QpOUiyeaqmpirnE+ekCRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkzSHNSQZ6bJu3fqlPkhJasLqpe6ApOVuB1AjbWH79oy0fknaUzhiJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSI8Ye7JJsTHJdkq1Jzp5h+5okl/TbL0+yvl9/fJLNSa7uX48b2OfTfZ1b+uXh4zsiSQu3hiQjXdatW7/UBylJI7d6nI0lWQWcDxwPbAOuSLKpqr44UOwM4M6qekySU4A3Ai8CbgeeX1U3J3kicBlw0MB+p1bV5FgORNIi2wHUSFvYvj0jrV+SloNxj9gdA2ytqhuq6l7gYuDEaWVOBC7q318KPDtJqurKqrq5X38N8OAka8bSa0mSpBVg3MHuIOCmgc/b+OFRtx8qU1U7gbuB/aeV+UXgyqraMbDuXf007GuSzPi/5knOTDKZZPK2225byHFIkiQtO+MOdjMFrunzL7ssk+QJdNOzLxnYfmpVPQl4Zr/8ykyNV9UFVTVRVRNr164dquOSJEnL3biD3TbgkIHPBwM3z1YmyWpgH+CO/vPBwAeBX62qr0ztUFXf6F/vAd5HN+UrSZK0Rxl3sLsCODzJYUn2Bk4BNk0rswk4rX9/MvDJqqokDwP+D/Dqqvp/U4WTrE5yQP/+QcDzgC+M+DgkSZKWnbEGu/6cubPormi9Fnh/VV2T5JwkL+iLvQPYP8lW4HeBqVuinAU8BnjNtNuarAEuS3IVsAX4BvAX4zsqSZKk5SFVo73FwHI1MTFRk5Nt3B2lu1Zk1N9jK22Mq52V3Ub1p7qGGmk79xtPG3vqv3eSVr4km6tqYq5yPnlCkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGuxFat249SUa+SJIkAaxe6g60bPv2rwE1hpYMd5IkyRE7SZKkZhjsJO0h1ozl1Ih169Yv9YFK2oM5FStpD7GDcZwasX27p0ZIWjqO2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EnSolpDkpEu69atX+qDlLRMrV7qDkhSW3YANdIWtm/PSOuXtHI5YidJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJK04o7+lirdVkVYmb3ciSSvO6G+pAt5WRVqJHLGTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJasTYg12SjUmuS7I1ydkzbF+T5JJ+++VJ1g9se3W//rokz51vnZKk3TH626p4SxVpcY31didJVgHnA8cD24Arkmyqqi8OFDsDuLOqHpPkFOCNwIuSHAGcAjwBeCTw8SSP7feZq05J0tBGf1uV7dsfTDLa26rstdePcN993xtpGwCPeMRPcOutN45igUuNAAAIa0lEQVS8HWlXxn0fu2OArVV1A0CSi4ETgcEQdiLwuv79pcB56X71JwIXV9UO4KtJtvb1MY86JUnL0ujD4333ZeRtQDsh1YC6so072B0E3DTweRvw1NnKVNXOJHcD+/frPzdt34P693PVCUCSM4Ez+4/fSXLdbhzDfB0A3A7jusHnONpppY0Z2+m/r5G2MQKjaSMPeLfsjmU3vy9/j0vUzhzfV0t/XqM1hpHHA7Zv/9rtow6o2i0/MZ9C4w52M/1Nmf6/UbOVmW39TOcJzvi/ZlV1AXDBrjq4WJJMVtXEONrSwvl9rSx+XyuL39fK4Xe18o374oltwCEDnw8Gbp6tTJLVwD7AHbvYdz51SpIkNW/cwe4K4PAkhyXZm+5iiE3TymwCTuvfnwx8sqqqX39Kf9XsYcDhwD/Os05JkqTmjXUqtj9n7izgMmAV8M6quibJOcBkVW0C3gG8p7844g66oEZf7v10F0XsBF5WVT8AmKnOcR7XLMYy5atF4/e1svh9rSx+XyuH39UKl24wTJIkSSudT56QJElqhMFOkiSpEQa7RZDknUm+meQLA+v2S/KxJNf3r/suZR/VmeW7el2SbyTZ0i8/t5R91P2SHJLkU0muTXJNkv/Yr/f3tQzt4vvyN7YMJXlwkn9M8k/99/X6fv1h/SM9r+8f8bn3UvdV82ewWxwXAhunrTsb+ERVHQ58ov+spXchD/yuAM6tqg398pEx90mz2wn8p6p6PPA04GX94wX9fS1Ps31f4G9sOdoBHFdVTwY2ABuTPI3uUZ7n9r+vO+ke9akVwmC3CKrqM3RX8A46Ebiof38RcNJYO6UZzfJdaZmqqluq6vP9+3uAa+meOOPvaxnaxfelZag63+k/PqhfCjiO7pGe4O9rxTHYjc4jquoW6P6xAx6+xP3Rrp2V5Kp+qtZpvWUoyXrgKOBy/H0te9O+L/A3tiwlWZVkC/BN4GPAV4C7qmpnX2Tw8Z1aAQx2ErwFeDTdVMQtwJuXtjuaLsmPAX8FvLyqvr3U/dGuzfB9+RtbpqrqB1W1ge6pTccAj5+p2Hh7pYUw2I3O9iQHAvSv31zi/mgWVbW9/8ftPuAv6P5x0zKR5EF0IeG9VfW/+tX+vpapmb4vf2PLX1XdBXya7tzIh/WP9AQf07niGOxGZ/DRaKcBH17CvmgXpgJC7+eBL8xWVuOVJHRPo7m2qv5kYJO/r2Votu/L39jylGRtkof17x8C/CzdeZGfonukJ/j7WnF88sQiSPKXwLOAA4DtwB8AHwLeDxwKfB14YVV50v4Sm+W7ehbdFFEBNwIvmTp/S0sryTOAvwOuBu7rV/9nuvO2/H0tM7v4vl6Mv7FlJ8mRdBdHrKIb6Hl/VZ2T5FHAxcB+wJXAL1fVjqXrqYZhsJMkSWqEU7GSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ2lFSfLUJDXHcl//WKvFbvuxSV6XZO/F2jfJGUnuHrjT/1jqkdQm72MnaUVJsh/w2IFV/wF4HvCcgXXfr6rNI2j7PwK/X1UPX6x9kxwKPLSq5vU0hsWqR1Kb/D87SStK/4SJz019TvIa4AtV9bnZ91o0R7L7j8Oacd+q+voS1SOpQU7FSlrpnsQiPXs0ycYkf5/kriTfTjKZ5Ph+223ArwM/MzDle1y/7dQkn0lye5LvJPlskqcP1Dvjvkn2SvLdJL+xkD7MUs+qJL+T5Kok/5LkliTv7Z/nKqlRjthJWrGS7AMcQvds0oXW9Sy6Zzz/EfBa4EeAZwA7+zD0fLqHo78Z+Ot+ty396xPonrn5VWAN8JvAh5IcAnx/F/s+qm/n6gX2YXo9ewGX0j0H+Y+BzXR/TieU599ITfMcO0krVpKfAv4eOK6qPrXAuv4C2K+qfnGW7evpgtvTdzXt21+88GjgS8ARVXXtbPsm+QXgA3Tnxn13d/swQz3/CXg9cHRVXTuvPwBJTXAqVtJK9sT+9QEjdkl+PskdSbYk+WqSt84xDfnPwHOTvDzJuhm2HwkU06Z9kzwkye8luTrJd+lG6L7Ub/7ervalm0a+oaq+u5A+DNbTj9b9HnCeoU7a8xjsJK1kTwK2V9XtM2zbAFxQVRuAJwO/BDx1F3W9BriQbgr0G0kuS/KEge1H0oWn70yt6IPiR+iuzH0XcBJwNPAWulB302z7DvT/qoX0YYZ6jgQeDnxwF8cqqVEGO0kr2ROZ/fy6DcC1AFX1beA2YMdsFVXV3VV1FrAWOAE4HHjHQJEjgX+attuxdOex/WJV/UlVfayqJoHHA1dX1X272Hdq/b/2fzf7ML2eA/vXW2Y7VkntMthJWsmeyOxXxG6gnxJNchJweVVdOVeFVfWDqvpb4DJg1cCmx3H/FOuUg/vXL0+tSLKRLuwNBrAH7JvkIXTn4g2O2A3dhxnqubV/ffyMByipaV4VK2lFSnIgsD8zn1+3L91VoG9P8rB+9dG7qOttwE66K06/BTwTOAM4c6DYt4FjkxwL3AtcDnweuA/4syQX9W2cRnce3D/Nse8T6P7n+qoF9uGH6un/PK4B3pLktcDNwBHAIVX1qtn+DCS1wRE7SSvVk/rXmUbsNgDXVtWT6G4Fcj3wGzOUm3IdXSh7O/BhumnQF1bVhQNlzgb2Az4BfKg61wIvA44H/hdwFN2tTsIPB7sH7Nv3/7vAVxbSh+n1VNVOutuiXAmcC/zv/tjnHK2UtPJ5uxNJzUnyO8CGqjqt//wLwH+uqoml7ZkkjZYjdpJa9GRgcuDz3wCPT/LIJeqPJI2FI3aSJEmNcMROkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkR/z/k2bcUuuSoUgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR/5000\n",
    "p_TR = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE/5000\n",
    "p_TSSE = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TSSE, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 均匀先验\n",
    "\n",
    "def lnprior(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    alpha_L = 1.0\n",
    "    if -3 < log_A < 0 and -5 < log_f_b < -2 and 1.0 < alpha_H < 5.0 and 0.0 < poisson < 2.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    lp = lnprior(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 1653.5 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 4, 100\n",
    "pos = [[m.values[0],m.values[1],m.values[2],m.values[3]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ymfjGN75BR0cH0WgUOPR0NptNGo0GgUCAtbU1HA4HqVRKolxKpdILLSYGg4GJiYkvVKFrtRrlcplyuYzdbken0zE6OopOp8PtdvPxxx8zMzNDuVxmeHiYkZERfvrTn1Iul+X+U6Ta4XCQyWRemT/z6TExFAq9kCCq14yOjrK7uyvnxWazyYLlu9/9Lq1WS3zeOzs7NBoNXC4XsVgMi8Ui93IodNg3arVaqVarxGIxeZZqtRr7+/uYTCbx6s3MzHD8+HHW1tZeqth5vV7sdvsRRfBlSKVSeL1ekskk8XicyclJNjY2sNlsnD179rl5IBAIsLS0RDwep6Ojg2PHjjE4OMjGxgZbW1vSTHVwcECz2WRkZAS9Xk+r1cJkMrG3t0er1SIUCtHd3f2cZ1Cn0zEzM4PRaHxuDFQL24mJCQAZy55Wbvv7+9nb2yOVSrGxsUEgEHgl9qA2QWzjdx6qu0sRtc9TEJ8liNVqlSdPnsgK/tnSVaFQQKfTYTQaqdfrz03uSu35XUSr1WJxcRH4pXdGlYwajcYrLTGrz3q2O09NLuFwGL/fj8FgeG5wzmQyQiSfJoi5XA6r1Uo4HBaibrfbuXr1qpQknU4niUSCUqmE0Wiko6ODer1OoVCgVqtJeater4unb2pqio6ODu7fv8/4+DgTExOMjY3x7/7dv6NYLGI0GrHb7VgsFsLhsBAHvV7/nP+wWCxy48YNKQdXKpXn7qFEIkGtVsPtdlMul4W8qYWJzWajWCyKOl6tVnG5XNjtdqLRKJubm/Id/uN//I9Uq1XeeuutzyUPipik02khGrVajXw+T19fH9FolFwud4Qglstl9Ho9Xq/3SMn2RVDft9VqkUqlmJ6epl6vs7e3x8TEBPV6XSZVvV4vqpLVaqWrq4v19XXq9Trz8/PUajVOnDgBHD7be3t7XLt2jfHxcex2O3a7nUqlQjKZxOVyYTQamZycJJ/Pk06nsVgs2O12HA4H2WxW7i9FZBRJSaVSpFIp1tfXxcN8cHCAyWQik8m8VOF2u91fOBk3m02q1Sq1Wk0+p16vMz09TV9fH/fv3+fMmTPE43FGRkZkzNHpdEIQi8UiOp0Ou91OLBYjl8sdsRw8iy/brKEWNF1dXc/5XRUUaTGbzVy6dEn+5uuvv06z2WRlZYVarSY/dzgcbGxsEA6Hef3114HDxXStVpOFWbVaFdJ4+/ZtgsEgk5OTHDt2DID33nuPbDbL3NyckONyuYzVan3ObqLT6ejr68Pn830pG1GtVqOrq0sWD52dnSQSCc6cOXOkc77RaKBpmhDDwcFBvF4vV65coa+vj2q1SjAY5P333ycWi3H+/HkeP35MPB6Xru3x8XGazSZjY2OiqipFXNM06vU6+Xxe1Gs1JinVVfkT1dxkMpmYn5/HZrNhMpkwGo10dnbicDhIJBLU63X6+/s5d+7cF56HL0KbILbxW4NiscjGxgY6nY5z5859qeiDer3Oz3/+c1qtlpQGPk9BbDQaR1begUCAJ0+e0N3dTblcPkIQG42GdDUqBfFZvKoS8927d2VSHRgY4MKFC1/7M59FvV5nc3OTEydOoNfrXzgZqKYe9f9fBl9GyVDnX616m82mDHyNRkNKmoODg5jNZsbGxoSc6HQ6AoEAH3/8sXS7nj9/njt37jA6Oko2m8Xj8bC/v09HRwfj4+PUajUZOAuFAp988glwOFj7fD4AmaTgl+Xa4eFhOjo60DRNymhLS0vYbDacTqfEcsBh6TgajQp5eREcDgednZ1Sun2RXzUWi9FqtTCbzUf8WMoycebMGbxer6gupVKJ/v5+Ll26xLVr10QxOXPmjJTaC4XC514PgJ6eHnw+Hx9++KF0/mcyGf78z/+cWCzG1tYWRqMRm81GLpejUqlgs9lwu92sra2Ry+WE7D7bAatKvBaLRSZsRbZef/11Njc3mZ6elnttaWlJFmCqXJfJZNjc3JSy88rKCpubmzx48ICFhQUmJyfF7zk5OUmz2RRv2ejoKA6HA5/PJwpVMpnE5/MxMTGBx+Nhb2+PZrOJxWIR8mKxWLh69So9PT0EAgG6urro7Oyk0Wjw7W9/+8j5y+fz3Lx580stpBqNhtxviiCWy2V6e3uFqNrtdkwmE7VajVAoJAuEXC535Fl0OBzUajXS6TQLCwsv9IvCIUG8dOmSVAcU0uk0oVBIFjPqnhwYGJDy/LMNXOo7ZrNZlpeXqVQqeDwezGazPNP1el2Oc3BwkE8//ZRkMsnjx4+JRqNomsaHH35IrVZja2uLfD7P2NgYiURCni1FxiwWCwaDga6uLpxOJ+VymWq1SqFQwGw2y7lyuVwUCgVRqs1mM61WS3ykL0OtVpN5Ip/P8/DhQ+r1+nONSHNzc8RiMSFiExMTR65HLBajWCyysLBAKBSSc/H0Ako1OtntdnZ2dlhdXUWn0wnJ1el0+Hw+MpkMer1e8iL39vZYW1sjlUrJIgeQqsilS5d47bXXcDgc6PV6nE4nW1tbUk1RsTdfB22C2MZvDUKhkJQuxsbGXuoFURELRqORVCpFq9XCYDAQj8cxGAwvVBCfXlUqJQYOB8d6vS4DrhoYXS6XlJcVQXw6v2p6ehqz2UwoFGJ9fZ0TJ04wPT39K31vTdNIJpN0dXWJ52xmZuZLmaW/CuLxONvb2/T19eH1eoVYPO3rUwR6Y2Pjcz1sCs1mk08++YQLFy48NxE9DXUdrl+/zqlTp6hUKoTDYeDQXH7hwgWKxSJbW1tYLBZKpZJ0VFqtVjKZjEwCqVSK3d1dGo0GW1tbVKtVZmZmRAG0Wq1CdPv7+1lYWGBvbw+z2cx7772Hz+ejp6eHVqslhEyRc6UGqknHZrNRKBTIZDI4nU5RFAA6Oztf2iiiSmadnZ14vV6JcnnWkF+r1YjH45JJqMhCvV7H7/dTr9cxGo243W75u4VCgWQyycHBAUajUe7b7u5uhoeHJfj5iyZJFYMRiUTY29uTPLW//Mu/FBVrfX2diYkJKpUKbrebZrPJwsKCdE4q/2Jvb++RztF0Oi0qTTabJZ1OY7fbGRkZkfcUCgVZkEUiEZrNJmazWRRTNdkZjUZu3LjBO++8w+nTp5mZmaFarXL27FmOHTvGxsYGmUwGg8FAoVCg1WpRKBRE1Ts4OECv14vy9tlnnzE6Osr29rbkyakF4NMNbeq/6v57Fs+OMXBod3hRA4lSwQuFAtvb23IubTabNJ5omobJZKJUKtFoNOjt7cVsNrOxsSHnQT0DjUaD5eVlAI4fP/7CRhFVFvV6vUeU+/X1dRKJBFNTU6KeGgwGOV8rKyt0d3czOTkp71Hk7/Hjx4RCIVlM1+t1GT8UCYbDkqder8flcjE6OorRaBSrgVoIbW1tEQwGpRO4XC6LavY0UVNK+ZMnT1hfX6erq4s7d+4A8MYbb3D//n3gsAytxvVAIPDSnV5arZbELVUqFQwGA06nE6vVSrFYFJ/hwMAAsViMRqPB6uoqHo+Hzs5OkskkP//5z3G5XNy+fZtoNCoxSR999BHRaJTXX3+darXKsWPHZIx4++23MRgMZLNZ+vv7OXnyJDqdDrPZTK1Wo6enh0ePHhEIBEilUhSLRREgSqWSfDeTyUS1WsXtdh+JsjEajTx48EDGul8l0u1ZtAliG781eHqVXCqVXkgQd3Z2WFlZwWAw8O1vf5tkMoler2dkZISHDx/S3d0tq0+VfwhHB3GlFABS9olEIqRSKdkx58SJE3R0dAhJMBqNxGIx9vb2gEMiMTw8TDgcJpfLsba2xtTU1Ocqac1m8zllR6/XywA7MDBAZ2cns7Oz/OQnP3lOsXgWbrf7K0W1KHKiyLIiiE9HgKrBqFgsfmEZEX5JsHO53OcSxFqtJqre1tYWJpOJgYEBLBYLa2trpNNpSqUSvb29DA4OEolEZJWv1+spl8t4vV4uXrzI7du3CYVCFItFNjc3aTQanDt3jnQ6jc1mY3V1VQj3sWPHODg4oFgs0t3djdPppLOzk56eHuLxOJVKhfX1dT744AMp23m9XiGKDoeDeDwuJUadTifNLyaTSZqXdDodBwcHtFotBgcHefz4MfV6nWQyidfrlTLc1NQUBwcHnD17FofDwf3791leXsbhcOBwOIhGowSDQXw+H+vr69LkkU6nRWHb39/Hbrfz4MED8VC5XC4eP35MLBbj8uXLdHV1yYLrypUrL7wv79+/Ty6XY2BgALfbzeDgIIVCgY8//pjd3V2cTifRaBSXy8Wf/umfks/naTQaWK1WHA4Hy8vL0gm8uLhIOp2Wv6NIudFolKaf0dFRIYCAfF6j0WBtbU0WfkpFKZfLtFotOjo6xOt38eJF6QiFQ4VSnaNSqSSdyPPz87RaLaLRKIFAgL6+PkZGRiiVSmxtbXHu3Dni8bg896qLul6vk0gkGBwclMXSszaSRqMhjTVwdGxZXl5+oaIXiURYXFyU+1N9ns1mI5VKSTesUhibzSYmk4nOzk70ej2lUol6vc7y8rL49HZ2dvB6vaKIKyglV/lkFxYWZLGl4lHU+VcE0WKxCFn+6KOPsFgs/Mmf/ImojKoM6vF4RKGDQ+IbjUblnlRd1zabDYvFIuS0q6sLt9vN2NgYfX192Gw2/tN/+k94PB56e3vxeDxSbs3lcoyMjBy536rVKvl8nkKhIGQOkPHY5XLh9/s5efIkmqbJuX5RJqmymESjUUqlktxzmqbh8/lkHlL3RS6XE/+zIohKJGg2m/T09DA9PU0+n2d7e5tKpUIkEhE1M5vNommaPOPKwzg0NCRNV3a7nWKxKIrl7du36ejowOVykc1micViota/zO6kGvNUs93LlOWvgjZBbOO3Bk+vkl/UyQW/fGiVnymVSolKozxlyrujHiT12Qq1Wo29vT329vZYWVlhfX0dq9XKxYsXuXLlCvPz8xKOXa/XpZzxtPqjBhE1kNdqNTKZzHOkNhKJSLktHA6/sKyrvCKtVou5uTkWFxclyFepii+Cw+E40kXbarWIx+MvLQ37/X5Rnvr6+mQAebYxRV2Hl12Dp6H+liKd6+vrYrh+GmpQ7uzslFX72NiYNP5ks1lZcU9PTxMKhZifn8dut7O2tobZbJbr4XK5mJ2dJZvNkkwmZRBPp9PiJVIew/HxcTY3N2m1WthsNubn53nw4AHhcJhGo0EulyMSibC5uSmNCeVymcnJSTo7O1lcXJTzb7VaRbV+WpGJx+Pcu3cPTdMwGo1CNOBwEp6cnOTkyZM8efKEjz76iJ6eHorFIpOTk0Lw9Ho9gUCA+/fvMzw8TLlclntJkdpms0mz2USv19PT08M777xDKpVieXmZ4eFhKpUKiUSCvb09FhcXicViVKtVTp06hcvlYmlpifHxcVHwyuWyeBhV/mG5XGZgYICTJ0+STqfZ2dkhHA7z4x//mLGxMeBQHQoGg+zt7XHmzBm+9a1vsbi4yOTkJG63G71eTzweJ5VK8e6777K+vs6lS5c4d+4ci4uLsoALBoPScDI3N0ehUCCRSAgpU37Yjo4OKpUKtVrtiJ2h2Wzi9/tZXl6WqsDBwQH5fJ5qtUo8HkfTNGmGWV5eJpvNksvlyOfz1Ot1stks9+/f5/LlyySTSWkOUg0jqnT49DO4srKC3++np6eHJ0+eyCLz4cOH+P1+zp8/z5UrV0QFq1Qq/PVf/zWFQoGxsTHOnj3LnTt32N3dlSpEMBiUbUA7Ojpwu91CrHQ6nRBpQBZM5XIZTdPweDzPeSCbzSbb29u4XC7C4TDXrl1Dr9cLsWs2m6yuruJ0OkWdUtUY5RHc3d09QhALhQJerxeXyyWRRPv7+0KqlRpos9nQNI2pqSkePnzI+vo6lUqFK1eu0Gw20el0TE1N4fF40Ov1dHd3y/hhMplIp9M0m01u3rwJIPdrNpuVqB84VKA3Njbo7++nt7dX4q18Ph9dXV380R/90QsbqdT1v3z5MtFolEQiwdWrV7Hb7VitVl577TXW1tYIBAKsr6+zuroqTTZdXV3Mzs7S1dUlC7rBwUEZ40ulEh6PB5/PR7FYlEabeDzOf/7P/5mJiQlWV1dpNBp89tlnsvhZXV2lVqvRaDSIx+N8+umnsqBNJpMSLu5yuTg4OCCVSskCcGBggEwmQzKZxGq1Mjw8TCzByThYAAAgAElEQVQWeyUbOLQJYhu/NWg0GuIHKpVKBINBarUag4OD5PN5otGoRGH09/ezv79Po9Ggr6+Per0uA7VaQT9bLlLkM5vNsra2htPplNKH2+2W3SMUESmXy+IrOXbsGJubmxKhoLL0lPdReWeeJoitVovZ2VlR6Pb39zl//rxEIFSrVRYWFigUCvh8PnK5HB6PhxMnThCPx3E4HNTrdV5//fXnlMJwOIzP5xNlYXZ2VgaYl2F7e5tkMilloFarJU0PqhypSklqEvoy1wwOJ83Ozk5pmHgRQYxGo9JM5Ha7pdnBYrFICbmrqwuXy0VfXx/pdJpMJiM7oOh0OiqVClarVXx7m5ubOJ1Obt++TSaToaenh9dee03uAbPZzDe/+U12dnaIx+OEw2Hx0uVyORYXF8nn80xMTHD16lUymQx37txBr9czPDzMvXv3JM9Nea5UQ4m6roFAgGw2i9FoxOl08o//+I/YbDampqYIBoMYjUYqlQqhUIiNjQ00TaNWqzE6Oko+nyeZTOJwOGQh8u1vf5tqtSpRJseOHePYsWMSqJvL5ZiYmKBQKPD+++8zPj4uYb2pVEq8SKqhQZHo/f198RDCYYn88ePHbGxsMDY2RiqVwmazce7cOaanp3nw4AFjY2OUSiWazSbxeJzXXnuNqakp6cysVCrifVS7ZnznO9/B4XDQ09NDX18fQ0NDDAwMSEj55uamHKs69x0dHSQSCSHoquSbyWSYmJhge3tbjPxmsxmDwUCr1ZJFz7lz53A6nfIdJycnefPNN6W7++LFi8Dhgk3TNBqNhgRPJ5NJbt68STAYxGQycffuXf7sz/5MFHRVFlSdzsFgEJfLxc7ODuvr6wQCAebm5tja2mJ3d5eFhQVu3LjB1atXgUMy9ujRI1GnfvzjHzM4OIjT6RSrR39/P6dPn2Z/f59isYjdbhd1C365tZ0K71bK6u7uLsVi8YWdx3Nzc1JRUWSyt7eX119/ndu3b/PkyRNOnDjB3t4e77zzDg8ePBA/pyJIwWCQ27dvk0gkuHHjBlNTU1IOdzqd5PN5Ojo66Onpobu7G5/Ph8lkYmFhQbyKyvKhuuPVeGA2m6Wkq8r7DoeDfD7P4uIipVKJEydOEA6HpRpUr9c5ODiQxYzf7+c73/kO+XyenZ0dlpaW8Pv9nD59+rmKRjabpVarsb29jc/no6+vTxZ1cKjMaZqG2WxmeHiYra0tPvroI4rFInq9XhahrVaL3t5eUemUXzWdTlOpVCQzUqnnmUzmyBig1+vx+XyEQiEuXbrE22+/LWOM0+kUtfbs2bMMDAwIGdzY2GB4eJhQKESlUiGTybC2tia2D5PJxPnz54Wkqmafr4M2QWzjlSMajUop9UWdwQqrq6uk02nxTd26dQu9Xs/FixeJx+Ni7i0UCuJj2t/fly7NWCwmK+VIJEI2mz2SgfV0Y4lSAufm5kgmk/T19fHGG2+IOb+7u1tKSuFwmFgsJqqM0Wjk0aNHBINB/viP/xiHw8GdO3dECVHlGb/fT6lUwmQycerUKer1OqFQiNdffx29Xs/8/DydnZ2yA0KtVmNhYYFisUgmk+HEiRNcunQJv9/P8PAwV65cYXV1lXg8jtfrPaL0xWIxlpeXmZ6eJpfLSUB4f3//c92WagV77tw5EokEVquVnZ0dyuUyY2NjUta0Wq3E43Hp+lWZful0mnK5zNmzZ480zzQaDebm5qhUKty8eZPV1VUGBgYYGho6onaoEtnm5ib9/f2USiUMBgO3b9+mUCiwt7cnu2c8fvxYrruKtlBbcj18+JC7d+/KXtpPd/+trq7i8/n44Q9/eMTTpe5BRV6Ub258fJzd3V3C4TAnT57k3/7bf8vx48f58MMPGRkZERWnp6eHXC5HPB4XZSUcDjM8PCwmcKXaKkITDAZlMl5eXsZms/Hmm2/S399PuVymr6+PlZUVmWCVMtHT04PVaqWvrw+/3y/eMFXahl/aASwWC5qmUS6XZUcGFdo+NTXF5OSkkO+ny6HPqgpqezkVXtxqtchkMtLAcebMGQwGA0tLS6KAbW1tCUlWuWtOp5NAIIDH4yEajUpzl9lsJpVKMTc3h91ux+fzEQgE2NzcZH19XYie0+mULmM1ISs1WxFt1cn9tJqs9l632+2YzWbcbrcQK9UB3mg0hIgVCgUh1EtLS3R1dVGpVGTLTNUJ+rOf/YxAICCd9T6fj08++USiSy5fvsz+/j47OzucO3eOrq4uHj16RLPZZHJyklqtdiQw/e/+7u+wWq0MDQ2xu7tLJBKhu7tbnlWbzcbe3h75fJ5QKEStVuPRo0fSda1icgKBAOPj49JoYjAY6O/v5/jx4wSDQba2tuQeyefzlMtlJiYmRKXPZrNMTk5y//59arWaNO5MTk6iaRrHjx9ndXWV5eVlqtUqrVaL/f19FhcXpdknn88fiYhRf0s1RzUaDfb29tja2sLj8WAymXA6nUKw1bNrNpvFIuTxeLBYLGxvb5NKpaSjv1gs8uGHH1IqlSTLNJPJcOzYMSYmJlhbW+P27dvYbDb++T//53R0dPDjH/9YPLTpdJq7d+9y6dIluT4bGxuikAaDQVqtllgP1M5DSrlV50vZG7q6upienpZFp3p2VWWhUqnInAFIKPzZs2e5ePGijLkq27NUKlEoFOjt7WV7e1v2pS4Wi7jdbk6fPk0gEODy5cvMzMzw1ltvsbS0xLVr1xgZGaFWq8kzqJIJOjo6WFpaeqFv9quiTRDbeKXQNE2kfjgsD7xoB5Jms8nOzg7wy8FFNQDU63XxVamYEqXUDQ8PS/fa97//fTY2NqTMoCZDBVUW3traYmtrC7fbzebmJlNTUxw/fpx0Oi2dc2qyvXfvnmxBphopVAlZ+VaU8rW/vy/GcrVqVpPa3t4e58+fJxAIMDk5ydjYmATwKqhBRJHp0dFRIZ12u53h4WHy+Tzr6+tcv35dzml/fz+BQIDl5WV0Oh3VapXvfe97L4w1iEQikhum/F8jIyP4fD7i8bgQZNUZqPx71WpVCE+1WsXpdBIOhzl9+rSUV7PZrPj7isUiyWQSp9NJMBjkgw8+QKfTodPp8Hg8LCwsUKvVmJiYIBaLMTo6Kj4ir9dLtVqVwdXj8ZDJZPD7/QwODpLL5XC73YyOjpJOp2USMhqN5HI5crkcU1NTVKtV+vv7nwt4VvcCHHqmhoeHhai7XC7Onz/P8PCwBDMfP36c9fV17ty5g9/vZ2ZmBrfbTTQaZWBggJ6eHprNJslkklKpRCAQIBKJCJlQ3yEQCFAoFDAYDAwPD+P1eunt7cXtdhOJRJiamhKv7enTpzl58iTz8/Pcu3ePZDJJrVYjm81KZtrAwIBM/sqP1mq1pIy2trbGzs6O7M7h9/tJJBL81//6X6WE2tXVJfebWsiprti+vj6ZsBVxTKfT4hXNZrOSH6k6xHd3d/nbv/1benp6iEajdHZ2EgqFZDu42dlZIpEI0WiUyclJXC4XExMT+P1+3G43MzMz+P1+MpmMdAsrgm0wGHA4HIyPj/Pw4cMj113TNHZ2dohGo0fsEMob7Ha7ZaLO5XLs7OyQTCYxGo0cP36cu3fvcnBwwM7ODgaDge7ubt5++20ymYyUlRuNBt3d3YyMjLC7uysqe29vL9VqlUgkQmdnJ3a7XZRZl8vF0NAQiUQCr9eL2Wzm3r17st9zR0cHi4uLeL1eWZxtb28L8TMajSQSCRqNBqFQiCdPnnD8+HFZbCqfplKp1PaEW1tb7O/vc+zYMfFRq2uiSM/c3JwssIvFovydZDJJOp0mHA5jsVjw+XyyW4fH48FqtcpOPpcvX5YF7OnTp1lfX2d6eppHjx5x6dIlzGYzmUyGN954g0ePHom3z+VyiUVC3b8Wi4VKpSJNF5FIBJvNhsfjYXR0lK6uLlFM1bh+7NgxiaVRlYD9/X3JHVQlc0Vc4/E4rVaLW7duYbfbJcrp5MmTvPnmm9y8eROj0cjg4CBLS0v84he/kJzMkZERXC4XAwMDoiqqa5tMJgkEApJS0N/fz507dyROS5H627dvS3zTqVOnGB8fF3+lIrv7+/uYzWbi8Tgej0fySUulEna7nWq1Sm9vr/iQVT6o8kCXSiVKpRIul4tIJEJfXx8bGxvMzs4+P0F/RbQJYhuvFMondOrUKcrlspAopeiEw2EGBgYk1mRsbEx8LIODg0SjUfEPdXV1MTY2JhlbRqMRg8EgqkClUuHWrVuYzWa++93v8uTJk+cUxJWVFbLZLMFgkI6ODilZqh1Scrmc+NGKxSKxWAw4nIzVwKliBzKZDOvr6/T09BCLxWRXiMHBQQwGAydPnsRsNvPRRx8Rj8fF+/T0ilKRvGg0ytraGmtra+LtUn4k1ZyhlM67d++iaRoTExMUi0U8Ho/kqikSHI/HpXyp0Gq1pJHBaDRKY44qT2xsbPDGG29w/Phxrly5QmdnJ/l8XjpKU6mUdPjNzMywurrK3NycBDDH43GCwSAHBwfyHrVzxeTkJFNTUySTSYmxsdvt9Pb2EgqFGBwc5MyZM9Ktq9S9tbU1PB6PdAGXy2V+9rOfieFd7eOrvms0GpVzBYcEUJWiVN4YHKqdKlrH6/Ue2aWh1WqhaZpc+/fffx9N0ygWi3L/joyMEAgE8Hq9OBwOIpEIhUKBSCSCz+eT/DFVKn799dfFa+Z2u7l+/TqlUomRkRHpilfRH2r3lEKhQHd3N9lsVkrqyhemmkCU1aDVapFOp1laWjqilKnA8UuXLjE6Osre3h4HBwfodDoePnxIR0cHly9fxm63s7i4SKVSYXp6mmQyye7urqhEqlym1+u5desWOzs7spvF+Pg4T548wWq10tPTw9raGg8fPsRiseB2u4nFYly7dk0myWw2SygUYmRkRAz3LpeL4eFhxsfHCQaDpNNpUb+V2V7lznk8HhwOh/hK1WSqyneZTIalpSWmp6dxOBzi31MEx2g0YjKZMJvNjI6O8vbbb7O3t0dnZycDAwOMjo4K0fv0009FWRscHGRwcJA33niDzc1NiQ5R1oTFxUUKhQI/+clPpISuzlM2m5Uol2vXrgnhLxaL0swzMDDAd7/7XZaXl8U7ZjQaCYVCuN1uCfBWyrCKPVJB0qocPD4+jt/v5/79+zidTq5evSo+0NnZWVGmVdl4ZWWF5eVliVap1Wr84he/4MSJE/T09OB0OtE0TVIbarWaKOr/4l/8Cz799FMJiC6Xy1L+LhQKMs6pbfvU4tntdkt5WGViKhVY2X7UM6n2LR4cHGR7exuDwYBer5fSqsrW3N3dRa/Xk8lkJA9yc3NTPIZP2218Ph/vvPOO7EzjdDoZGhqSxcTMzAx/+Zd/SaVS4e7du4yNjUkDjMfjkUXvxMSEbNWYTqdxuVzSya3UwM7OTrq7u6XCpfZuv3HjBtPT07z22muikKt8x1QqJU16RqORbDbL/Pw8/f39rK6ucvHiRfL5PJ988gn/7b/9N7a3t/nkk08kCzSdTnP69GnZNAA40oX+q6JNENt4pVCNHHa7nUgkIpEIKqpgbm6ON998U1SMqakpotEotVoNj8cjPiXlKTl79iyNRkOS441GI1arVTyHyifo9/tlFQmHfr/Z2VlisRhvvvkmcBjFobYnUqbrWCwmHqtsNsv+/j7NZpNIJMLp06fFcK26WtWkZrPZJFzYYDBQq9Uk5NdisYi6oM7J5uYme3t73Lt3T7KzlP9MdaMtLy9zcHDA3t6eGKbtdjtDQ0OcP3+e0dFRHjx4IM0wTqdTFMd79+7JeQYkN25xcVEGr8nJySNRIKqBIhqNEolEZBJVnX/K51cqlXjzzTfp6+sjFApJF2Q8HicajYrKqHK8isUinZ2dQrivXr0qGXiDg4M8fPjwSEeeCtjt6elhcHBQStTKpK8G3L29PaxWqzQQZTIZTCYTdrsdTdOwWCysrq6KMpFKpSSs1mQyEY/H2dvbE2VieHhYtrT7q7/6KwwGA+fPn6e7uxuv1ysZgCqjUHWFqniQzc1NZmdnJSBb+ZNUZpsizS6Xi+XlZUqlEm63G4/HQ39/P+l0WjIfFRE8efIky8vLBAIBuSfHxsbY3Nxkd3eX/v5+urq6WF5eZmdnh42NDemEVzvRqCggo9HI6Oio7O6gFk/FYlE6eEulEjqdjq2tLdbX18VrpSaug4MDIXiDg4Oy/Z8it2q3mkwmQ6lUYmJiArvdLuR+YGBA7iu9Xi+eNofDwR/90R+J3aBSqcik+vjxY3Z3d6WaoLxp6rjMZrMojD09PeJVjsViDAwMiN/r1q1bdHd3CwlpNBrSpDM0NCSEa3h4GLPZLGHdmUwGn89Hd3c3+/v70lGucihVCTAcDtPd3S02AaXmqOaJf//v/z06nU58zEqhVk14iqxlMhm8Xi/lcllKlel0WprsUqkUhUKB9fV1uWYqBF75rtVYZ7PZ2NjYIJVK8fd///eEw2FGRkbo6emRe/jhw4ek02l6e3ulUWt3d5eRkREhKmpM8/l8OBwO2flFeRiVOp7JZNja2iIWi/Ho0SOxAylyq8Zru93OwcGBLF6eJogbGxs0Gg1OnjyJ3W7n1KlT3Lt3j0QiwcbGhlh41BaNpVKJjz76iI6ODoxGI8PDwzgcDtbX1+nt7RU/uN/vZ3Z2llu3bgnRVdaMYDDItWvX2NnZ4cSJE/z93/+9pBD4fD6i0SjJZFIWc2oBeOnSJTweD+l0mmg0yujoKLFYTNRLl8slC1k1Dqv7z2g0cv36dRKJBG+99RalUkki0tTzksvlRIwIBAKiMA8NDTE+Pi5qpFJD1bH29PRw8eJFiaqyWq3PbUrwq6BNENt4pVAE0Wq1kkgkxPdjt9vF9F2tVsnlchiNRhwOB2fPnqVWq7GysiJ+MWXyVWXoUCiEzWajv79fFCK10lcDstqLsqOjQwZL1YQChyrSqVOn6O3tZWNjQ6R8h8PB+fPnJZhX7XOpJlgVwaEUnZMnT2KxWNDr9ezu7qLT6SR6wW63i8qlFCmdTsfm5iZWq1W8Ucp8rEiAyjVzOp2cP38eOAw+Vmn/KpPQ4XBId6LH45GSaC6X480332RoaAhN0wiFQqyurjIyMsIf//Efc+3aNSkLOp1Oent7pWS3srJCuVwWVUzl7qmGCKUCjYyM8M1vflO2P1MTtJrgVayL+vdnn32G0WjkrbfeklLr05O7OjfKgN7T04PNZpMyciQSoaOjA4vFImVqr9cr3aFqUdHR0SFdlTabjUuXLuH1enE6nbzzzjsyEavQ5FOnTjE/P4/f76fRaNDR0SGT+MHBAaurqxSLRXw+nyg/nZ2dEokSCoW4cOECExMTNBoNrly5woULF8SPGQ6H2d/fl25Dh8PBH/zBH7C4uCiqjYoqCYfDR0pjFotFLACKcKytrcl9XS6XSSQSYtKHQ7VbdXSr8Gr1HmXkj8VisqetOk/K56ViTgYGBsSHqgii2WwWX6HJZCKZTHLhwgWOHz/O1taWbFmnbBGnT5+WAO9CoSAK96NHj+T4VDNaLBZjZ2eHWq0mRLVSqbC7u0s0GsVms5FIJFheXmZ7e1uI79P+UqfTKWVDo9EouXCfffaZWA+Up1Ldz3fu3JEGHlUWV81O8Xhc7qVWqyW+wEKhQDAYRKfTidJerVbp7u7G4XBw8eJFidxRTTXqWUgmk0IA9v7HlmulUolr167x+PFj7HY7MzMz9PX1ceHCBZ48eUIymZR9ire3t0kkEpIRqhYt1WqV/f19IVPKP/lf/st/YWFhgXg8Tnd3t4Rpl0olqtUqt27dorOzk29+85vMz89jMpmYnZ3F6/Vy4cIFGo0Gfr9fvIFq0a6Cpfv7+3E4HFKeVt3n0WgUnU5HLpcTsgWH2ZCxWIz19XVSqRRjY2NomiYh+Sq3Ui1wVTn1rbfeIpFIMDY2xurqqmzZp5rs/vzP/5z19XVZoGxvb9PZ2SnZpZ9++inr6+vE43FqtZp8j3q9LuXaVCpFtVolEAig0+kYGRnh9OnTkrTgdrup1WrU63V0Oh3f//736e3t5ac//Slms5np6Wlu3bqFyWSS8VjZO9TCWSVcqCqK8utGIhEp39frdcLhMIFAAKvVKgt4s9kseaQqUiibzeJwOOjt7WVubo5EIoFer8dms3HhwgX0ej3//b//d1ZXV7/2fN4miG28UiiCaDKZZABQJlzlI6lWq0f2sFW+sYWFBex2O5ubm1J21Ol0XLlyhZmZGd5++208Hg+3bt0SBVF1Xr777rt0dXWxsLBAuVxmaGhIMvcUGdTr9RgMBtlwXk0YbrdbOgqVGVt1/plMJllNV6tVQqGQqD0qE69UKkksiVoZqwnbYDCIonHq1CmcTifpdJq3336bx48fi1oYiUTo7e3lBz/4AVeuXGFubg6v1/tcJ57q8rNarfT29rK7u0ulUpGuR4BPP/1UfIEWi4UTJ07wySefsL+/j9VqJZVKsbOzI8riwcEBXV1d0hE6Pj4uAa+qTBMIBMhkMsRiMdlmbnt7W8owSkmNRCLSpadIRiQS4Re/+AXDw8OyT+j8/DzRaFQ6atV5Ux4rFYGilFYVyqs8RbFYTAZxl8slE47qjFSxObdu3cJoNBIMBtnZ2UGn0zE9PU0wGOTmzZsyUTQaDd5++230er3suqLClVWeWalUkiiSer3O0tIS1WqVrq4ufD6fKNyaprG+vs7Q0JCEfl+5coXNzU2JGlGqtdlslu3k1AStJoVQKCSTg91uZ2JiglKpxOrqqnx3TdOw2WzSzarK9NFoFIvFgsvlkgiMvr4+Kd1fvnxZdoBRpeIzZ87Q0dHBysqKEOPp6WlRSVROYigUwuFwkEwmuX79OtVqFb/fL+f+0aNHUtr3+Xyk02npDu3r66Ovr49SqcT8/DzZbFZiTlSjmfKnqdf8xV/8hZSE/X6/kJ1SqSS5dIVCQTytxWLxSDRNs9kkl8thMBikI7lQKLC5uUk6nZZzpyJx0um0dIyq5qGDgwNsNhuXL19mcnKSn/zkJ0I+VOKCij4ZHBxkdHRUCK1SFTVNE3VOleLV86QU7x/84Ady3MoWocLfW62WWHLMZrM8m5qm0dnZKQRof3+f7u5uBgcHWVtbE/Jss9mo1Wqsr6/z/e9/H6/XKx256ryoY3Q4HFitVgqFgpBhg8HArVu32N/fFwuQ2pFJqYVDQ0Ni6zEajZjNZi5evCh2BtVwpoiZUp71er0sWH0+H5qmCclWC8pms4mmaXi9Xv71v/7XvPfee/JMDw4OMj8/L983n8+ztbUlf7/ZbPKDH/yA3d1drl+/jslkoqenR+xMDx8+xOl0ipBhNptJJBKSJmAymY7kJap72ul0ikVFWRnUue7t7ZXFVqPRIBqNotfrWV9fJ5vNsrOzQ29vL2tra5KHqHITVVPS3Nwc0WiU7u5uNjY25HyoCC+AxcVFOS673U4ikZBS/NdFmyC28UrxdBiz8qMov6GKirh//z4ul+u5PS/hsDtzYmKC/v5+Ka2oCaNarUooq1L58vm8GP+9Xi+jo6N861vfotlsShCriptQvikVV6IUMxVwXS6XxUTd398vpRIViaIaUFQki1K/VEljdHSUarUqg/f29rYonpqmHVFH33vvPelkUxOv1WqVDtqnz8nTUGn/T3dAKmKoujxViVd1bipFUPmZVLDu5cuXcblcEpuhVrvDw8OiGqqSmNryLBwOCxlVZSO1ElfeQfV3BgYGqNfr/MM//AMLCwtEIhFR1paWlggGgzKQq10PhoeHZTstp9MppUkVYq1CyVVntOo8NRqN4i1U3YHlcpmlpSXK5TJbW1uilvzDP/wD4XCYaDSK1Wrl2LFj7O7uEo/HpfPxrbfeknKU2Wzm2LFjYtwfGBigv79fSNDIyAirq6uidqlBXinEH3/8MXt7ezx58oRsNsvp06dFcbFardIApQKYlV1hYGBAOoyViqxpmrzH5XKJAurxeJicnKTRaEiHrcqZU6rV1NSU7GWr1+vx+/0EAgE6Oztxu90sLCwwNTWF3++XMORwOCwd0FarVUKA3333XZaWltje3pbueDhshNjb25NnR3X5K7+uahBSC7STJ0/i8Xjw+/10d3eL/+zs2bOsrKxIR73K7CyVSqLaq+dKkS8VNq2C3l0ul5j3R0dHOXHiBHfu3MHpdPLpp5/KFo3Hjx9nYWFBFnuKwJfLZTo6OiT7To0/jUaDoaEhQqGQdE7bbDbi8TjJZJIbN26IN293d1fUc7UQ1ev1XLhwgdnZWTKZjNyz+XyeTCZDd3e3fKdyuczVq1fZ3NykVqtx4cIFIdWKxKtmlIODA1ZWVqQ6o+waqgqgyp3FYpFAICBWALU/ucrz3NjYkEBntYtMuVxmeXkZv9/P1tYWfr9fVNNAIEC1WsVoNHLy5EnOnDnD1tYWg4ODWK1WZmZmqFQqEgjf29sr8VEWi0UW2+VymdnZWTmXPp9PXletViUL1Gw209nZSTqd5he/+AVer5eRkREhdOraqXtT+RPVZyiyq/ygKmpMkfpKpSLpEul0mo6ODrq7u9HpdOzs7Mgc19fXJ8+4uh8NBgOlUkn2BVfWF2VTUjunqGB2dV93d3ezvb0tFSXl3/3444+JxWKEQiF6e3sJh8N4PB4ikQg3b96UsWFgYIBCoUBHRwf37t2jWq1+pU0UXoY2QWzjlaJSqUipBQ4Jn2rYaDabMghOTExItx38MqxZDfgXLlwQU7VKqFfqTCwWY2RkRB4+pbIpRaXVanFwcCDbEak4ipWVFSYnJ6UcrLrBVMny4OBAcvHUA6x8hmrAVs0bypej1KTt7W3xzalOTDU5KV/Y1taWZNT99Kc/FbO6yglTjQGK8Kntuc6dO4der5e8w3Q6LVl0cJQgqrKjyukzmUwUi0X6+/vFg/XBBx/Iz1RZ6uzZs1gsFvG/qUlBeQmVShkMBhkYGGB8fFzOhwoYLhaLst1WKBRifHycQCAg3irVJNPV1cUbb7xBf+LN9uoAACAASURBVH8/Pp+PlZUVybns6enh7t27JBIJiZlQ29xVKpUjuyko72Eul+PYsWMS4bK/vy+TjopPmZmZYWVlBYvFgsPhkDKUXq8X5XdnZ4dGo4HD4aC/v5/h4WFu375NPB4nFosxNDQkexT7/X5WV1fFS6Y6X1VZVakNFotFyodqYaPOuyrhtVotIc/z8/MkEgny+TxDQ0MsLCyIL+7mzZuiZiuYTCYpQao8z0qlIosFdX0UmXK73RwcHIjyrEqqlUqFdDpNLBYjEolQr9dptVokk0lpiDCbzVgsFvb399nc3BQFX3Utm81mUeCVoqFsCEqJCoVCsr9wNBqlo6ODhYUFkskkDx8+pFKpMDg4yMWLFzlz5gy3bt2S7dnq9Tpnz56VY1ZlW9U4o7IUFfnp6upicXGRXC5HMBiUcGrVNd/V1UV3dzc//OEPRZWsVCqScbq7u4vRaJQSu8FgYHNzU3YCUs0OmqYxPj4u2Yj7+/ucO3cOnU4nZVc4XPzA4eJZ7R6Sy+UkJ0+ps263W3YOUfFQ8Xgck8nEvXv3JHZK2TqejmpRXcvNZpP+/n7effddDg4OCIfD7O3tSUVH3bu5XE6sLcePH6enp0cWe6oj++mtHTs6OkQRDYVCstg2GAx4vV5+9KMfcfPmTSKRCCMjI2xsbPDBBx/Q29sruwptbm5KJaerq0s8pCoSbXV1Vcr3nZ2dssBwu91YrVb6+/u5deuWVHOU9SMajVKpVI7EVPX390skkwqSV02TOzs7RCIRWq0WtVpNfH3hcJgbN25Ix3+tVhMrw09/+lP+P/beNDbS+zr3fF6yuFQVWcWtWNx3slutbqm1tBqx0padDWMbmTjB3Js7FwbGwM1cDJBP+TCYi7kIMDNfJpm5mGAwuEnujbMYRjJxnCheYkm2NkutVqvZC1tNsrnvRbK4VXErVpFVxXc+UL/Tf3bkXMvtcRxHLyBI6uby1vv+/+f/nOc85zlDQ0Oam5tTQ0ODme5HIhGbsASrjSsDDVOcTbOzs3ruueesrI2P7vb2tqqrq1VWVmbactdbEYkOGtT29nbV19fr2rVr1rRGRzvaz0e9PgaIH1+PdD1MY6Mhgj1kOsXw8LBlgoVCQZcuXTpl+eKWS3K5nI07Y8oDg90HBgbkeZ4GBgb09ttvKx6PW5lyd3fXGMfR0VFrjPjKV75iNihMoqivr9f29rZlpJ7nWdkSwToBGH1MoVBQJBKxqQFlZWVaX19XXV2d6urqbOoHB3Eul7OGllQqpZ2dHVVUVGh1dVXf+MY3rATD59vd3dV3v/tdzc/PmyVPIBBQc3Oz4vG4/eyuri51dHQYQMTFf39/37JbDn30LmiOOOiCwaCSyaRpgAKBgKqrq02/GYlEFAqFbDIGQRIftFgsZpoYtIAA6f39fZuHjWFzLBazJiLKWDU1Nfr1X/91JZNJYwzQ7aTTadOJFYtFs/MoLy9XsVg0Fjefz59iy3K5nNbW1iSdHMRDQ0Oqqqqy39/X12fgenh4WKFQSKurq6qvrzeNFHYujY2NOjo6UiqV0ve+9z3rvlxeXrbuZ4TpAONisWgAoLW1Va2trXr22WdtvBqM7AsvvCDP89TU1KSVlRUdHh4qGAwqm82a12Q4HNb169fNsoPDjL9DdD84OKhIJKLGxkZ1d3cbK0sHLx36165ds+cYCoVUX19vpUumz0gy5pju6L29PVsz+/v71j3KIVYoFGxuOaPS+Jyrq6tqbGzU7u6uGVu76/P4+Fjt7e3GytGVfOPGDSt7Yv8xODior3/965Y8IBHBgDgSiai7u1vb29vyPE8XLlzQ3bt3LTlhwsXs7KyampqUyWRULBb10ksvaXl52RJMyplYkADYWF/8br62vb1dv/Irv2JAgX3BM6S0j4UNyRANEJQWebYvvPCCGfOvra1pdXXVLH8qKyutiY6YlEwmFQqFTjWI3bp1y0A9PqOpVEr5fF6RSMQaBSsrKy2BSKfTlpCjkX3//fdNOiDJNN3sYZqIsNL567/+a2ORaU7CxodpJLdu3VJlZaWCwaBaWlqs87+3t1dNTU0mWykrK1N7e7sqKioUi8UUi8Usqb5z545GRkYsVqLhw6MTx4yFhQVr7HJHQuJFyNogMdrY2LCGJDq8iedVVVXmuZvNZm1KTTAYVFtbmzXC0LXtuk3wc2HjNzY2LGH2PM98PpEk9ff3m+addZVKpeyegsGgBgYGjHDxfV/379+3BBpw/KjXTxVA9DyvTtJXJXVJmpf0L33f/3uzzTzPK0oa/uB/F33f/69/XPf403TNzMycEsISOLAGaWtrMxsJrCq++c1vWsYpyUAFUxVyuZz5Zg0NDWlmZka+7yuVSlmZk6x3e3tbPT09NgOU4e+Ip2GOXnzxRWWzWdswzP5Fp5dIJNTa2mr6Drr7AKtY96TTaSuZwT5NTU1Zh/Du7q5u3Lihy5cvG5OHbmxlZUXd3d26cuWKEomEVlZWzAIBo+XKykrNz89raWlJn/rUp5RMJs3qob6+Xu+//74ef/xxG/HEoby2tqZ4PK7NzU3NzMxoe3vbGM5wOGymqQsLC1pZWTEhNAcerOgv/MIvKB6P68aNG6bFonyCRqhYLGplZUXf+973bJINF6bHTEfAu5FxYDQTzM3N6ZVXXtHg4KCef/553bx50zq75+fnreEBcJzNZtXe3m4m05TvampqzCMNgDA0NKSFhQXTTc3MzKi9vd08wfr6+vT888+rrq5ON27csMkE7e3t1lDV1tammZkZDQ4OGrvQ2dmpYDBos2z5/ZRcc7mcwuGwOjs7TUOFBccrr7yivb090w11dHTo+vXrqq2t1ZkzZ7S6umodvxxGmBGj86IpQJKV0La3t608iyawrKxMP//zP69sNqu2tjaVlJRoYWHBdGXBYNDA5dbWlp555hnTlsbjcWuyYqoJBx6sBn5xMO+ubhTLj7KyMtPn4ikqyRqfFhYW7FALh8Nqbm7WuXPntLm5aX6aaBFZS1g8sS/dTk7YtoWFBT333HNmG4UHJ93ba2tram1ttTGE3Ovt27fl+759ZldugXcnfpwdHR0aGBjQ3bt3FQwGdfbsWXmep1u3blnJly74pqYm7e/vG1sKkwgLxucl3i0tLWlubk5nz57Vk08+aQbeW1tbunTpkqanp62J4vr161pdXTX7G4AMe1M6cW24ePGitre3lU6nVV9fr2QyaWwvrCU2Xqw/KjPoQisrK9Xb26vq6mr98i//stlkAbB7enrU09OjN9980wBXsVhUX1+fSktLdfPmTevOJYFAJnFwcGB7OhwO68qVK5qZmTFz94aGBiWTSS0tLRmQBQjjT5vJZFRVVWVNTfysjY0N3b17V83NzUokEjYvGgcCpBylpaXmsADAgrWXZDKHSCRizSKSdOnSJZMkffrTn9ZLL71kYD4ej2t7e9vKydh9MToynU5bEjU0NGR7mkSEtbK6umpsIIAefeLLL79sMgHuubu7W9KJrOvhGd0/zPVTBRAl/TtJr/u+/zue5/27D/7/f/qQr8v6vn/xQ/784+sHvHzf19zcnFlGoFNbX1/X5uam4vG4Ojs79eabb9phJ8m6Mblu3rxptg5TU1O2oTKZjEZGRmyUVSwW07e+9S3dvn3bBMJNTU0mtAfowFDu7OyYRnF5eVm9vb1mZzE3N2clAAbL42uF5oxpDnRX0sFHQKKBpayszHRRfA5YkI2NDSsZ07l6eHhoWj0AHozd/v6+lSHLyspsJNj8/LwCgYAmJydNR7axsWEejouLiwoGgxofH7eDo7u7+1QXIYCWUWaUQDc3N62UPTg4qIGBAZWWltoc27q6OtMEzc/Pn/KWw1CbfwKBgDEZxWJR09PTpu2sr6/XwcGBUqmUBfFkMqk//uM/Nquhuro6lZWVmbXLzs6O6R1h35aWlqyLE39JpuR85jOfsRGJNEk1NTWZ1rS0tFSrq6u6ffu2JRgDAwO2dih9plIpZTIZBQIBm9TC2qXctr29bUEb3RdyB7rem5qajFEHYANqaJw6PDy0znlKvl/72tescQDQjRYTk3aY8nA4rHPnzhnDgckxB5Cb2PT29pquDbavr69PN2/eVEtLizY2Now5Q/JB6ZJOT9/3zdge7SdMPJ3/vBMavADP7BXMuAGAk5OT6urq0vHxsSorK9XR0aGnn35aqVRK169fN6N3jKsB57wzFwiiEcOyJhwOa3V11Uya29vbzaBYkjX4dHV1mWUO9lG9vb2mkcOChHGR09PTCoVCBlonJiasbEx8PHfunHZ2dmyeNzpJRiqeP3/eRgiShDIbnPm+NCRUVFSoUCiYDyQxjr1UV1dn3f87Ozt68skn9cUvflGBQEBTU1OanJy06gjJQSqVUltbmyU8VVVV6u7u1u7urlkrwUYNDAyovb3d5DlMbtnd3bVJIrlczuyDksmkwuGwrUOahjY2NlRZWamamhpNT09rY2PDyto7OztGMmCeLZ0w58vLy6qurrakkY56pBArKysmqwCok/ik02lL1EmSBgcHFY/HrYGHdwkjfXx8bPuutbVV09PTNighm81adWN5ednYaTq40Ygytaq3t9eeO1ZYJGnESoAvieX8/LwODw+1ublpCSM64lwuZ64dxDka1Jjz7pIwj3L9tAHEX5H0qQ/++8uSvqcPB4gfX494bW1tKZvN6rHHHjNrFToWA4GAjX96+eWX1djYqOeff14jIyOntBFk7I2NjSYQZiwTHcyIl5nXm8/nde7cOd26dUurq6u6fPmyJNmsUfzQ5ufnbcg9XlJNTU2anZ3VwMCAstmsDg4ObB4xJtXZbFZbW1tmiuuODCstLVU2mzWLl1AoZI0iNDAAXgAXX/3qV9Xa2mqmta+99poymYx50x0eHlqQwzgVS4tPfOITOnfunN577z0zcX322WcN2I2NjWl6etpKePl83joEKYsFg0HV1dWptbVVS0tLNhqKEjpZLuPyKCmmUik9/vjjam1tVSgU0uDgoJaWluxQDwaDlhUfHx9bh3goFDLW8OjoyBjhWCx2Sit5cHCgz33uc/rmN79pLBAHDWOj6HCEoaBTuL29XXfv3jVQhq4qGo3aOEV0n5Two9GoTXH52te+po2NDbPFwFgZAI+WjYkns7OzmpycVH19vbq7u40JYaoKDSPIDDjsDw4OrESKhIAJQY2NjZJkoJTnurKyooWFBfX39xs4YV8Ui0VjzgD4wWBQmUxGbW1tevLJJzU5OWngE90X+qelpSWz1eGanJzU1NSUsbIcMIBsyql7e3saHR215hVKrbDL5eXl1gATCoWMmaqpqTGtKn6XgHXP83Tz5k1dunRJzzzzjN55551THcVVVVWqqanRwsKCNjc31dzcrOrqamWzWcViMW1tbamzs1OlpaXq7Oy0+dBMnmhpaTHjeSZ0fOpTn9LVq1dN7tHf36/u7m5LcCirHx0daXl5WY2NjTYnHZ0c83IZT4gMhkYjQBu6ZbcU7z6fvb09s+LCZYFGkfv379uf4ZeKddji4qK9F3wM+X+YtIqKCr3xxhsqFou6e/euzQBmrU1PTyufzxsDisk0JWrWHMnX8fGxQqGQNXJhb5TP59XR0WHsNrOkedewd+Pj4xZzYPZhG0OhkJV0X3/9dQUCAQNoPFdYx4qKCjU2NhqzTAxdWVmxdY4zAVZoWFghtYBtr66utuS7rq5Ow8PDisfjqqmpsbnLyICYKkTimM1m9bWvfc1kPOPj46Z7J+6yz9Al7u7uqqWlRT09Pcpmszali4YjGHgSCJIcGue6u7tVWlpqvpl05tPQIskmB0Wj0VNEzA97/bQBxLjv+6uS5Pv+qud5jd/n6yo9z7slqSDpd3zf//qHfZHnef9W0r+VdKqh4uPrpKEDIMjFQQgApNEDUPLMM8/YaKxCoaAbN25oZmZGfX19qqystEknN27c0Pz8vPli1dXV6Qtf+IKJ4xEPF4tFzc/Pm54Qyv7OnTtaXl5WU1OTEomEjRMLBAIaHR21UVN4JU5NTWlgYEDJZNJYs3A4bGUwRmgB+qqqqnT27FlVV1ebSJoSKUa8lZWVmpub087Oji5duqSdnR2zQ4HB4aDlgOVQX1xc1MrKim7fvq3t7W01Nzfr5s2bOjo60v379/XYY4/ZxJPJyUklEgnFYjH19fWpoaFBh4eH6uvrUzKZVGtrq5klk5E+9thjNveYDPn5559XIpGwpoNQKKSmpibzXqPzr7+/3zz6YPcAxmVlZaqvr7eGJKxmSktLNTc3ZxYrBPKVlRUbwybJ9IswEIjuJZkfZCQSUV9fn9577z0Vi0XF43EdHh5qfn5eX/7yl3XmzBljqI6OjrS5uWlMHeP7Ojs7Tcs4NjamYDCo7e1tDQ0NWYdneXm5dS4+PJqurq7OJoI899xzGh0dlSQTv0syXRxgi79raGhQLBYzHR2dwWVlZWaHgR7s7bfftpIgP399fd060+mSHBsb0/HxsTY2NjQyMqJsNquuD8a2YdCNpRFCeuQTX//611UoFKz0vLu7a/OGOVBhh7g4+DAPDoVC5lHHZ6JJqKKiwg7qjo4OS2COj48VjUYVDofV19dnInzpxJYmGAza9yHcxxg5HA6bWB9wXywWdeXKFW1sbJjWjkOzurpaR0dH2t3d1bvvvmufjdGcTz31lG7evGnj9dA5Ly0tmY6Zz4yXIx30TIYC1DAJp6mpSc8//7xNHYFV+sxnPmONcLOzs9rf31c8Hrc1RpPM7u6uyTvS6bSuXbtmGmT3/aAj5f4aGxvNV5F3QKIL431wcKCJiQkDt5JsFvLVq1fNi5DmMrxIj46O9NJLL1msOzg4ME3g6uqqOjs7reKDDq+/v1+5XE537tyx9QVTGA6HT5mYsyZjsZj9NwkuDUSFQsHmFqNrdU3IXSsamGSmH01OTpoeGn0o65BqFxNWKioqrJFxeHjYYnplZaUZy6dSKcViMfNAhJEETGPSjsYdWQhsYkNDgwKBgK5cuaL19XVjIXn/nucZEKQcv7Kyoq2tLev4JxHnPCkvL1d1dbWdm496/ZMDiJ7nvSbpw9SX//4j/JgO3/dXPM/rkfSG53nDvu/PPPxFvu//Z0n/WZKeffZZ/+G//+d0UTLiwiICIfk777yjzc1NYz0kWRZI4A+Hw3rmmWc0OjqqwcFBTU9Pa3JyUgMDA9YdeffuXRMXw5jEYjFduXLFyiqwPJlMRq+++qp2dnZ0+/ZtJRIJra+va3V1VclkUhcuXLAACKtFdgvLI8kaG/L5vBoaGvSrv/qrGhkZ0Ztvvmkbj8MmGAyqu7tbnZ2d1t2LZgnDWAx/c7ncqXIkFiawpJRZSktLFY1GrYObLLu7u1vRaFS/9Eu/pL/4i7/Q5uamvvOd79h4OteDkdmblIM5rJkPfObMGc3OzioUCikej5uPYVNTk86cOWOHNZ58/f39Ojw8VCKRUCQSsfnDgDTmyr733nsqFAp2wGBpJMn+LZ0kFJSk6eimHI+mjK5lWMSBgQFNTk6qqanJyuCu/rKkpEQNDQ3mwbe9va2xsTFNTExYArGxsaGqqip1dHToypUr+vM//3NjbOLxuAKBgBobG/X4449rbGzM2OT19XUNDQ3p6aef1vnz5236xeHhoTo6OjQyMmIlY5oPOMAkmUE1gIxpKevr68YaYp2DXhUGChsjmGwSGkpJrEX2F2Mq0SAyIxqpAwe+O9GExgjKni0tLerv77eSYjqdtrm8ri4qEAios7PTmr7oaOXQdWfswhaikRsbGzO9G6Vq3/d19+5dXbt2TcvLy8pms6qtrVXXB+P8lpaWLK6UlJSopqbGpiGh96JTPxaLWRMFZVhYefYgLDg/KxaL6YUXXjAtMu/tN3/zN/WXf/mXxvoCqrFvIj4NDw+rpKRE0WjUAE0ikZAkvfzyyxocHDQNaKFQUHNzs7kzMOITb0TY4O7ubmMTQ6GQnnjiCbNDoYEmmUxacxile0Dw/v6+7t27p4sXL+qzn/2sDg4ONDw8bH/HeyHhRY5DV29NTY329/c1Pz+vzc1NXb16Vbdu3TLT7NraWtOLFwoFvfXWW5Kk/v5+SScj3ra2tjQ0NKRisaj79++bzGNvb0/5fF41NTW6fPmyNYbwuUjAent7lUwmbV71zs6Oae2Gh4e1vr5uOkrOlp2dHQPONHPAUmYyGesWlx7YsGUyGfX09NhUGFg84jcaXkrTNAYdHh5qdXVV1dXV2tjY0GuvvaZCoWANSefPn9f29rbu3r1rjVMwyzB/LS0tNoPc7dYOh8Om479w4YJJIkgK6bguKyuz98k5xHOWdOq8/mGvHwogep7XK+m/lfSvfN8//8h38REu3/d/4fv9ned5a57nNX/AHjZLWv8+P2Plg3/Pep73PUlPSfp7APHj6+TK5XJ6/fXXdfHiRSsnMzAdzdvCwoK6u7utw6usrMy0T25Ji0z0d3/3d7W6uqqVlRUNDw+rvb1dnudpeHjYylhsFnQlmUxGjY2Neu6552yaBGWItbW1U6bA6LnQr01MTJiAt6ury1gmmKyZmRkFg0HV1NQoHo9renraygV4WzGCbv6DqQzoAClVU745OjpSe3u7lZKuXr2qXC5nGR8AkswQABCLxazkgh3L5OSk/uZv/sZsTKLRqOLxuBKJhNkmuIGCZwIop1xMAGZcVkdHhxKJhBobG9XV1aVkMqmLFy/q5s2bdqDfu3fP9DyuLyJGsPl83g4+Gg5gYThMKa9RiqRkAwjAIBot68svv2zs3ec//3n9wR/8wSldp1s64oAGqLEm0MQBnrLZrHVf82xpsMDnjDIN9hibm5sqFArmP0gnOMwpOsXJyUlNT09rc3PTNHFYoLB+mczBDGGmUgQCAetAdRlX2I/m5mYrn+dyOSuxAdSam5vV3NxsneR4h66urlqjx/b2thobG82epLm52abCUGaVTli23d1dLSwsGJBsbGw03SlWHDx/OviZO0w1YXt722QWADT2xvHxsSUb6L0ODg709ttvKxwOq7W11Uql09PT6u3ttRJjNBrV2bNnlUwmTSd4dHRk4I2mEjo+eafogumarqioMF88SdZpjRG22ziwt7enbDZrn8XzPEsq0Dqvrq5KOmHuisWi2tra7Dm++OKLpi+DbSemzM/PW4ybnZ1VbW2tdXGTBLgyicrKSqtk8O4oXXZ2dlp3OM9ibW3NkmNKxoB3ADVrDL0espuGhgbNzs7aKEsMmJEhoDXl/3O53KkEpKamxsAcMYIYBZsunUwAmp2dVVlZ2akRmsFg0KQ7NKS4gw5gBbGJqq+vt4YfbMdg1VizJHKuryg2ZYA+1ipJmfTALiwYDJq1GpUQz/PU3Nxs7wvNOfPr0S+7SXBzc7O9TyRW77zzjqamptTU1GRnEIBvbW3NkoP+/n5FIhF9+9vfVjqdVigUsriFZhirH1fD+SjXDwwQPwBcvy7pX0t6QtL/rhOQ+JN0fVPSfyfpdz749zce/gLP82olHfi+f+h5XoOk5yX9Hz/Wu/wndgE6lpeX1draaoBoZ2dHkkx829raqkwmI8/zVFZWpmvXrml+fl7RaFSLi4vq6OiwQ3JmZkYVFRU2sSSVSqm3t9c80yiF4On2+uuv6/333zcWDnuB0tJS1dbWmrbL8zz7Pko7xWLRQAaj2RDkY2hMyYEg3NnZaeUZBtizsVdWVswcm4BCcwtefYykKhaL6u7uNnuLSCSi4+NjNTc3G0OAjxyeYjRqjI2NWRMEoK9YLCqRSFhp0tWixeNxO2zi8bgxadgsML6uurraLFsSiYR6enq0uLiomZkZTU5OWjMHImtYw729PSu/wjy4GitE2jBEgGFKvHhEUjbLZDLq6+vT+vq6GhsbbUwWndl37tyxTJ7ZzQC/qqoqE5QDxGDUKEd7nqef+7mfUyaTMXPrRCKhqakpdXR02Ii90dFRlZSUWPmbEhgNJr29vaZtxZaFAwudIVpBNKWwzoCRnZ0dWxeA6c3NTS0vL1vpF70mthduwwMlUToYpRPwf/bsWW1sbOi73/2u6Z6CwaB1O5aUlCgejxtAaGtrU2lpqVKplOn8GAeHzxo6OQ5z3/ftc1HOxZKI8h17mNF1gOXW1lYDZ/X19Tpz5oyxdZTOYaa/+MUv6tVXX9Xk5KRqamoMdDGuD79MnjuNXcgH/uzP/kw7OzunSqfRaFTt7e2am5szlk6SVT729vb0p3/6pyoWi+rq6tL29raBG6xLSLCCwaBNw6Csjl6WOdI0PdBwBuior6/XysqKvvKVryiRSGhnZ8d01zCBsVhMY2NjBmSoDjAZqby8XAMDA+YUQRmcUjCAlvnmMGFoRdH5AoCOjo7MvLqurk7PPfecCoWTmciLi4uqra21iVBPPvmkYrGYaUQpM+MTiQE1VZnKykqriEgnYJDYzTodHx+35KNQKBgriN4VI3n0k1iU8U7q6+vV19enpqYmvf7661aFoJkQ/R6JF0wrE1mQjCwsLFgCtLi4qGg0apIiwOyZM2d06dIlzczMGHOIuTi6RpIRmnIw2n7nnXdMk7y0tCTphKTI5XJqa2tTIpEwCQcz4ElOH3/8cQ0ODqpYLKq2tlbb29vG/DMpiTMO+QbA+MfSxex53n+vEyDYJumvJP2GpG/4vv+/PvJv/9FfvyPprzzP+zeSFiX9C0nyPO9ZSf+D7/u/IekxSf/J87xjSSU60SA++tDCn+Jra2tLkgxUkdGgAUOr9tprr2lnZ0ddH0xISSQSWl1dVSwW09DQkLE2+EV1d3dbdssh5Hmeurq6tLu7a47+NHGQaWITQSnLtUvgIKIrjsOOoLq0tGSANp1Om68Ykxy2trZ07949C2QwhQTo2tpaY4DoqnS9E/Fgw7OupKTEprLAGpFputpIOhTxT8Tiwi1vl5SUWHdgZWWl/Tf2KjxDhr9TjuDAI1t2Hf+Zd42HFoa33Httba2CwaDOnTtnZRI6vLe3tw0chsNh80qD27tkfwAAIABJREFULeNzcaAD8uhyHR0dNfA5MzNj3cD5fN4MiGkEqqqq0vb2tnVCEvAbGhpMu4eeiLKddFLaJiO/c+eOHWobGxsqLy+3zlRJxiwAEHd2drS4uKiqqiozCuadk0wA2CoqKhSJRKx5i25eSllotYLBoB06rO1wOGyfC00VujHYmJKSEnV2dmp1ddWYUbSdCwsL2tra0pkzZ/TEE09oa2vLmDfWfjAYNDarUCicsvRpamqyUjyJRy6XswSQz0Y5nPsDnNXX11vyQdd+VVWVMclUElKplM34BehLskaxhoYGYxYTiYSNY2S8ZEVFherr6405oVJBoxCd8jU1NTo6OtKZM2c0MDCgxsZG/fZv/7ax0DSPAM5mZ2dVVVWlzs5Om1f+zDPP2PQfGlzW19c1OjpqbLgLwjKZjGpra016MTExYXPKd3Z21NfXZyVs2MFAIGDjG6urqy25RvNLyX53d9f23O7uroLBoE2qITElhu7t7amhoUElJSUqFE7mrE9NTSkajWpmZsYSWhK1ubk5K9+/+OKL2tjYUCKRsAYdfEkxpaZ6UigUVFpaarOEV1dX7Zm2t7dbYwcJeGlpqRnSl5WVWdw/PDxUPB635MyNi4zggw2D/WWEHT6KJBok39hqESfb2trM2sj1z+Q97OzsGHBbXV21KTww33Tjnz171jr52dt454ZCIUv6+Kwk71RgeB7RaFR9fX02sQgJAozf+Pi4NU01NTVZghEOhzU4OGjJEXPX8ef1PM+auNh3j3r9IAzif5R0XdK/9n3/1gcHwE+kHs/3/S1JP/8hf35LJ8BWvu+/K+nCj/nW/slex8fHunv3ruLxuGVMUOd0s42Pj9sBQas9+i+6scg6KaOQUSGux3OrpKRE/f39FhjIzNfX1600TGPF4uKiMpmMMZye59nEDcS+sDkEHzK6RCJhIAPQhFC/vr5e6XRa1dXVWlxcVCKR0MDAgPnSHRwcmD0FmTvfF4lELBDs7u4ae4cwmTIPbNb29rbpu2CEKCsRVLDnwCoFxgutWWlpqfkW7u3tWTmd7lH8Fjs7O82mhwOnu7tb1dXVBtQosQOy0+m0gsHgqS5kvpYuZoAppX0E6JRuAJGMf+IwRNsGEEGDVygUlMvltLq6atMeYN7Ky8tNL8pBw7sHeG5tbRnAnZyctKSiublZjY2NOnfunIaHh60MXl5ebjOXe3t7TSsH8J2dnTVrGQAFHagkDzU1NfrZn/1ZZbNZffvb37ayMCAGi4329nbTwdH5Dpv57rvvSpIlPugZ0RLBclPKO3funDEP+XxeZ86c0e/93u/ppZde0l/91V+Z/nR/f1/Ly8smQ3jiiSdsLZIIdXZ2qqOjQ5cvX9af/umfGoOEPISJFOl02jwRSQDosOXdsybpake/h8ch/nn5fN4aWnK5nF599VWl02lrFJibmzNLkEAgoLNnz5p9Evfx+OOPn9KEpdNpxeNx0ybyM5gCA4sVj8fV0NCgjY0NS3yHhoYUDofl+77effdds5SRZPo+mGM6mSlBHx4eqqenR93d3VbaJh4B1Clz1tbWmk7O8zy1t7erWCxqbW3NWCxAGEkFSbIk89FjzcMA+r5v5vq4JHzrW9+ySgFrGp14JBKxyTwHBwdWpgbcoYWurq424IbWlmaIo6MjW2ewdzyb6upqWxeHh4cKhULGmB0eHppDANUfwB1sNHsdJjKTySgej6ulpcWaJEOhkM1chsmnQgNgozJBskTncT6fN9lJPp/X4eGh1tfXrTEQHS9jWSWZXIU1RZUpnU5bp3VNTY2i0aiefPJJzc3NaW9vT6urq5bob25u6lvf+pbW19fNkYLPvbW1ZfpC3/d19epVM56PRCJqaWnR8fGxNda1tLTYWkByAMtP2flRrh8EILbohIn7vzzPi+uERXx09ePH10/U5TJVqVRKCwsLKi0t1e7urqanp9XX16e9vT1z1ieLjkajZqZK4Nra2tLExIQWFxctSNy6dUszMzM2HQJNEgGWKQ3MMiY4U2qem5tTTU2NlYMLhYJmZ2eN0ofZ29vbs/IVARE2hBFbS0tLamxs1BNPPGHibJg2aHrGzVEeBMTOz8/bSCMCK+Xf9vZ2ywQpExUKBYVCIbW0tJgdBjNK8WKrrq62Tu/Pfe5zeuONN2y+JiPNAHRlZWVaW1tTfX29deFxcDD3FRCGJQa6GLJZvOVmZmY0MTFh5cOKigodHBwomUwaOwYLm0wmLZAxfs/zPDu4MDoHMPKOpBMNVHNzsyYnJ81wmOeG55zbzYvGa3p62szLAZyUmTjwCYZoOQGO7gFOAxFMEfN/Aa3l5eV69tlnDcQxBi8QCOgLX/iCXnrpJeVyOXV0dGhmZsY+d1lZmRKJhOnZRkZGVFNTY3ZKANCmpibrmoZ5o7EIpmdxcdH87ujKdDsUKaGjX+Xdu76GU1NTevHFF42FpdtZkpWk6LRlv7G/29raNDc3p5aWFuvmP3funIELSuGwPgBADv7W1lYVi0U9++yzunfvnmk479+/bzpKNFWSrNub9YsROJ/NXV8wQfv7+1bapJkGVhLmpqSkRGtra2pqajK7ovHxcdOqpdNpHRwcqL6+Xk8//bQ8z9Mbb7xhB64km04CwMhms2psbDRAxpxwLG0AICSIY2NjVjGQTkZmTk5Oqrm52WZFl5SUmHn1wMCA/R7WA2AbPTCJAACTCgi+ruxT1gUSAuxOiB/Y4MDMVldXW3LHPuvs7LTxd4FAQN3d3aqtrTWjZhg0RkbSeMU7o4mGCUH37983ezLWLFIVEnhJam1tlSTTdu/v72tqasqAXLF4MhucBNXzPG1sbFj5GllIIBCwsa5jY2MaHx9XY2Oj2RgBeqPRqN0HP8vtlnan3KytrenFF1/U8vKyVWcArtlsVsvLy1aByWQyeumll9TT02POD8hLqFjxfjKZjFn3nD171vYZk1BeeOEF8169evWqPM/T008/bX6XGN1PTk6afhGj8ng8/si44L8IEH3f35T0B5L+wPO8Nkn/StK653ljkv7W9/3/+ZHv4uPrH/166623rEQ4MzOjVCp1SvdB08PVq1d16dIlO7CrqqosmHZ0dGhubk6Tk5M2Fqivr09vvfWWNS/AGLp6K7J2BLeui30kElEkEtHBwYEmJyctsAEAAJLcazAYtDmtgUBAVVVVBqzI7hoaGjQwMKCdnR2trKxobW3NQFihUNDy8rIWFxfN4gHgmM/nrYwBgxoIBKwshIE0TF80GjXwC/WPDQiD2aPRqJWKYFFhXCgnuUAUQMXXAo4ILNIJwB8cHLTgRdmS5hY8uCRZswfND/hsYWOBwHxpackYlMrKSlVVVdl7ovyP96Lv+6qvr9f6+rqNn1tZWTllTI7HXnNzs1KplFpaWmzKwdzcnCUrHDh8LxddqACTVCpljBYlcoTvsMHhcNj0qsfHx7pw4YJGR0eVy+V0+fJlra6umtcb5Z6NjQ3V1dVZdy2HBo06zOWmYYhGiPLycvNFDAaDViJHd4uNRaFQsGfJAc47Za3E43Fbv8lk0rReBwcH5gMJA/X222+rv7/fSnYwRKzHnZ0dvfnmmyYDKC0ttVnkS0tL+sM//ENjavr6+oz5Z+9KOtW9L52wl5ToWlpaNDc3Z+CAqRY068TjcWPGuW/M4t944w2zkaLxJpfLWQNNRUWFnnvuORvdSQmU+1lfXzdz5lwuZ4f2zZs3rTxNB21nZ6eeeuopm2/s7lGeFzGqrKxMfX19WllZsUY19ko4HFZPT4/S6bSGhoasGlBWVqaenh7l83l7FrFYTPMfjKBDE1pXV6e2trZTzSyU1FkH7FEScmxM6GpdWVmRJMViMYXDYbMWymaz5jfIfiJ5Ih4AVEiuGIEnyUzJKWNWVFSYuTdgEd03CRW6OqooXV1dGhkZUXV1tS5evKjR0VEDanji4hFZVVWllZUV1dTUWFxh9CcJBbIXqjuwfTSFYDlDdYZu+mAwaDpM4tonP/lJIwEuXLig4eFhrays2F6EdeR8GR8ft8+KLhaGnRhLMw7JOvZV2EdJD/SZ7Hdskp5//nndvn1bN2/eNBD72GOP6fr163bWFItFLSwsqK2tTZlMRmNjY6qvr7d7mZ6eNjuozc3NR8YFH6mL2ff9hKT/IOk/eJ53RidgUZLked4v+r7/6iPf0cfXj/2i7Nja2mrZKeLwsbExhcNhvfPOO9rY2NDw8LCKxaLZo6Bfi8ViunjxooaHh00vhJ5nYmLCAMjKyooJu2dmZmzeL40fh4eHmp2dNWsLmJ6RkRHTQpIdYhh8eHho90nJ2NVwYP3hMpbNzc025L2zs9OYSkaNYVFCcJZkug4OVtfOhQaA9957T7FYTCsrKxaUYN+wHKGzLxgMqrm5Wbu7u1Z2QktJ2YxDq7Ky0gLN2NiYLly4YJYfbjMBDIIka5JJJpPa3d3VO++8Y+U/Dicmdpw/f14TExPK5/MWcI6OjowZxs8PEF8onMzOpfyxvLxsz4Egvb6+bgzawsKCMWNMNeCzMiKKMhIdgbAaJA8wN1gUdXV1qaGhwUpxzJkG3GJ6LMk8JpnbSmkRkLK8vGwTLFwW5xvf+IYGBgasw7CpqcnKg2jZ0M7W1NTYwQgzRmB3zeEBvXQEo2HM5XLWOAMgAES7HeDMa93d3bWxkADEV199Vffv3zdGLRaLaX193e7V8zy7B+xvPvvZz2p5eVn37t0zwf3R0ZGWlpZOlRlhaekyx9ctGAwaw8U0D/ZZSUmJdadKUnt7u9kUoTNj3bjaPhq3Dg8PNTQ0pDNnzqi9vd00jJiU4/lJlz/fD0BcW1uz8Y3r6+va3d1VOBw2AHjjxg1JMqYVPzr0qXS9T01NWfLhNglhicTaXVxctPGPm5ubZrYcDAY1MTFhEpmmpiaVlpaqpqZGr7/+uj0zpoRg1J5KpSQ9YFobGhrsv8vLy3XmzBnt7Ozo6OjIOuv39/etO31+ft7iJKw+0pDa2lp1d3fr/v37lqzkcjndu3dPuVzO4uPo6Kj5UMImMrVkfX3dzNhzuZxqamoUCoU0Nzdnk0woN9fW1qqnp8caKdDQudOzYAIvXLhgE4kA44DcRCKhxx57TNvb29ZkxZAGpDc0CpHIA0Qx6/Z9X+Pj49Z81NbWZppC/owqCtISnCcwtZdkaxv5CGsXSxxAG8k7cQBrHUk26YdEpbGxUYeHh2aWD/kBiCYpTKfTmp+ft+k1VEpoqKTJ7VGuH9oH0ff9CUluo8rvSvoYIP4Tu5LJpAXHtrY2zc/Pa3Z2Vg0NDfrEJz6hzc1NVVVV2Rg0hszTSIBXICzauXPnNDExoY6ODmOE4vG4ent7zZKCr8XRns0HECOD42eMjo4a68Phyr8pS8zOztrUExiHSCRizAX3IslMajn8OIjy+ZMxcp///Oc1OTlpWTzBgLI4c4Vhzij7TUxMGHglSNENih9XXV2dlTAikYieeeYZvfvuu1bKe+mll2yjw64CcrFLWF1dNV3d0dGRgShKrgBX5nhKJ2UufBMJOEdHR8YmtLa2qrS0VIODg9a9iL6Szt1oNKqtrS1jMCsqKowZAzRyyGMCXFpaquXl5VMTAtCdFQoFm7UdDAaNJYrFYmb+C3ig1MrfMRIvFospnU5rY2PDSkx04vKc6VzEJokmi6tXr2p9fV2+7yuRSKihoUFnz57V5uamlQg5TGk46O3t1fLysiQZC4bEgAPdBeGwZhyqLhuMVhaAXygU1NXVZQxvIBAwI3bAeElJiSoqKhQMBjU/P2/6OYAorBHlPgC9pFOzdiWZme53v/td68bmMMWfkOaWVCplawa7nVQqZV6fMC48b8qQJFLcA/YuNGTha4mtDqbeACVGM54/f179/f26evWqleBc301KsTU1NRZDeJawyQArWLK7d++aPRAgm3dXXl4u3/fV19dnOljkIul0Wk1NTQamXSNtOpvRs8E8825gjWClmLjC3j48PDSgh8UKicHe3p7Zca2vr9t0KRgtEoCHPWtpdoHRZe3euHFDDQ0NtiaOjo4sCcWsna5+KhnYJeVyOeukbmho0NramsW+b37zm7ZvysvLzb4LCYrneYpEIqbNJlmhagJApMkRixhGjNIEVSwWbeYykh/0giRcksyg+7nnntP4+Lh1J8/Pz1tCsbS0ZDGa90STomuTQ3OOJGsW410Sk9BWV1dXq6Gh4VQzIiV1qhQ4YGBqzzhMqgT47jLooK6uTufPn7f4sLm5qcbGRot5BwcH6u3t1fz8vCUXj3L9KI2yvR/hz/r4+jFcOzs7unnzpgVVxM01NTW6cuWKnnjiCetMjsfj8n3fTHJv376t119/3bzyNjY2jE3goMEnjE5g9IIEVTRubvmEMVH5fF7JZFKZTMZGsK2vr1uTSDqdtnIpwuVIJKLf+I3f0Je+9CUlk0ljWrCHIYOmnFVSUmKlT7SDMzMz+q3f+i2bBtDS0qJisaj+/n7dvXvXwAWsEN2d+Lk1NTWZdxVifg50Vy9HQMbKgXnEbpciABSwgb6PAAeoRQtGt6kkYxQQUfP9yAUA27DHjA8ERK6trSkej6u6ulrFYtFKtJTQ6YyG2cJShcYE2CEAMka+paWlGhsbM8NcWISVlRXL3tG0SrLDKhQKKZfLnWKsmHHMOuGzAgZ4PjQLoMeanJxUbW2tldQODw+VTqfV3NxsHcPuz2OM1q/92q/p+PjYPDIl2XOFednf37d5s4VCwZIVRP/oEgG/MHqwheguXV3m/v6+gsGgPRcOo8PDQ7W3t5t1CeAbIEp5C6C8ubmphoYGtbS0GIONDpH1CqsJW8LBiDUJ1jiAB5ok8BrEXoZEAT0xII6OZthFNMw0U0UiEWPl0LzyD8B3fHzcJA10nPL7GMmYyWT08ssvK51Oa2dnxzo66eC+ffu2AR7MtDH7JhYcHBxYmRqACNOH5o/SJ4zV+Pi4sWY837q6Olv7VFV2d3etOSwYDNroSsaMou2lrAgoYW1h9h2JRNTW1mZJDhYugBTWC3s7lUqZRyT2QC0tLfYZiCfhcFjNzc1mbo8Wj1jA/kQTmUqljPFHdkMSi33Q+Pi4uTW0tbVpdnbW2PfZ2Vn7XNwn8QmQdO/ePev+xsRbklVBwuGwurq6dP/+iSkJtlrEkdu3b1t1rLa21s4EpBu8D+LH2traKU9EqjXYMgHI+HukQZTk0b7D5MPiUz2JRqNGQuDuQVMbTZ+zs7O2Jll3nZ2damlp0fDwsDV8VVdXKxKJ2HlK7HnU60cJEH8iO5s/vr7/RfcoOgxKP2iVksmk5ubmTHTNiKsbN27o/v37ZjQMm4fuBhp8bm5Okk559MHMcPD4HxiPlpWV2axcxuRhuMuBmcvlzMQYjSIeawAjMioCGEwfol7Am+/7amxsNNE0jRFYOiBEhu1Bb4NFgsuIcbgD+NDLIUKuq6tTU1OTsVuwh7u7uxofH7fyMcGTz82hwHzkcDhsz621tdW+HhYFtrGurk5zc3OmxXJBciQSUTwet85btIvvvPOOpJMSG88MZgr2h+5KjI7RRLpze0tKStTW1mbjwyh70z0ZCoUMqMPY5PN5DQ0N2bOhXE/jC0Jvl32iOWP+g5GMGFjX1tbq6aefNkY3mUxaydv3fTP7ptTHu1pZWTFGFE83GAPYlK9+9avq7Ow0uQJAh3U4MzNjgBpdZ21trdk1wQIdHx9b1yaaN8pofGaABJq8M2fOWJc6U2A2NzfNUBgWw/VB4+eXl5dbQoB0g0YFbHMokZeXlxs4ovELbVVdXZ014VANoMuTQ3J2dlaSrImFagFMMM+zWCway4acARYV8INcIp/P6+7du1ZlAHhKMkBE5/y5c+e0urqqtbU1vf/++1aVQPPnsqq+7ysej2tgYEDz8/M2epOyItWF6upqra2tmbSA5wy4AcD5vq/+/n4tLy8buINZp2OZeHJ0dGRMz9ramu0d2L9IJGIjRWHC0Orx/LLZrAGIy5cvGyMmSVVVVfb+iPOSLO65U1UAGJIsCaXzniSG+J5KpczQHIBdXV2t6upqLS8vW8LIe9/f37cu44qKCuuCXlhYMDslSq2Upylvs7ewsxkdHbW9yGfh+2D/iHMkNZAVJJIA166urlOWWbOzs6a/JrEnMUH77MZFTLl5l+wzqjjIoUhO29raNDIyYu8RxwYqCqxtWD9cHIaGhkzegGzgy1/+stnf7O7uamlpSWtra1pfXzedbW9vr65cufKR8MCHXf/kRu19fP3oro2NDd25c0ddXV0m+KW7dm1tzbqjGG/U1NSkixcv6vr161pZWbHSMLouBMh45DFAvaGhQXNzc7bQa2trFQqF1NfXZ5s4FArpC1/4gr70pS9pcXFR2WxWZ86cUbFYNEuLzc1Nzc3NaWNjQ77vq6mpyaxTsB/4/d//ffM+9DzPurFhIygZ0LHrNk0QLAkw+KlJJ6WjtrY23b9/3zoyJZmXFSDo8PDQ9C7ZbNa0VpRNKioqdOfOHeuS29rass8h6dS0EA43Mms6DDGOhdEhiBPYZ2ZmjMWgzMNhVlZ2Mi8ZsAY4bmxstGkI8/PzxgBziAwNDZltC4ESQEVDE4wbWimYRspKlLdoZJFkpbSlpSVjWwFSlNlhfTm8APVYKAGAGhsbVVtba3YRsEfSSbmdxiZsfgADeHtOTU0pk8mora3NSuDV1dUqFAra3d21UX+UoJhCgT4SsA5AQ8NaUnLihQk4oPROFyfvRpKxjADo8vKTmcNvvvmmMTSA/sPDQzM2d3VcMEbcDyU8DvjFxUX19/fbewHMwCrBdnLwAQRhVmhOCoVC5j8IAIJpcq1w+HPXh5Hfizbr+PjYkkeePSCT5wFrKsl8PAGzsL7vvfeejbADTFZVVdnaB7RiUbSysmK+liRMJA3RaNR0rtPT0wYM0AgD0gDeuVzO9GduR3E6nT6VSOC/WllZaQwdwJAZzIVCQWNjY5JkYMu1S2JvLiwsSDrRfuKnyXqgzIk3Jz/LfWY0Dbp2T4AfpDesOeIIXeWSrFmC+cjEIbepaXNz0/RwlNMBuiRhrAf2++LiolVZKIezN2CfJZmm/ejoSHV1dcbOU8WgEtDW1qZkMmka66OjI3V1dVmC5XmeJV+Ur2F8SSqIP9IDHTz/jxdjMBhUNBq1kjtJLzHD8zzV1dWdsqYhmUSSRPKby+U0NTV1SsP7wgsv6I/+6I9MmkMci8Vi9j7QJeIY8CjXjxIgzv8If9bH1/+PF6wc9ghXr161A5YAdvnyZTU3NysUCun4+GSaSG1trW7fvm1lF0kmrN7d3dX29rZefvllmy3JweR5nsbHx5XJZExUHAgENDU1ZRqqTCajoaEhYwyOj49tc5DBAYowWaUMW1tbq0gkooWFBWtQQY+GFpFMHiarqqrK/KwAdjU1Nfa7+VqCfDgcNsYLxoKO5kwmY92qMA8EPUBgJpPRL/7iL6qzs1Pvv/++eTAeHZ0Y+m5ubprzP+VrtIKUoRoaGtTQ0KCZmRmbcECJmt8zOjpqnYk0QPDOuR8E9LBdnudpfn7ezKxdqxkCPQGOpiDeB5o7DgOANgwBAIzPRXCnCYfv4bMSdLEsQksF0CJYuoGajkyy7OnpaWt64uClNAX79zALcHx8bJNiUqmUPUPXI413jd4TwNbW1qZQKGQj1iQZa4QZeFVVlRKJhE0s4ZmgSaX0zDPj+QKc0um0vQPAObY1vu+bMS9Cfdgm1jB7VXrQkMFecA9BtJGUGnkX+Xxey8vLqqys1M7OjlUaqqurbVY1WlC6/zmoabRiFi+aS7e7lovnAstMcoRcBb0r+xtAEg6HJckm9AAG+ZwYl9OAQ+k9kUhYww/rCjYnl8uprq7ulASAPdHb26uqqirdvHnT9m1JSYlGRkZ0eHhoWj2XgafUD1s1PT1tyRb7ALDOni0tPTGuJ8kGmMKY+f6J1+nw8LAODg6stFlfX28aPe6d5wAbiJaY+wuFQtYV7hq9u526vGfigNthHI1GTR4Es1tfX29zlDkD2PckpuhbaQBEbw144vexromNVIVIitDAUlXq7Ow0Nnd9fd1Ya8y/eZeFQsFspQCYJFxY2XCOoWcmZnBPbsc5ZyYAF8kH72p3d9cSV35uoVAwoiIUCunw8FA/8zM/o1wup9nZWZWUlGhmZsZiG3rEsrIytbe3WzWhvr7e9N8/Lh9ESZLneb/2IX+8I2nY9/113/c/7O8/vv6RLoIOm1uSiXwXFxd1//59/d3f/Z11IsIsjY2NaXd317o6MRrGvHRyctICH1pCwKJrD8ImIpMl02FOKno7AiKBBxsa2LdsNmtzTPldNM1UVVVpYmJCiUTCRM+YlcbjcWMosMEgALDp3WaBiooKdXR0aHt72wLt5uamlSIGBwe1vLxshzplXjY7AZVgTEAGKACa8MfjM9O1RmclwcTVDxFomAayu7ur+fl5617EOLmkpMS0fjA2BFl3DWCrAsPi+76BHcakuRkzejr8D91DFHBHQMTSBjsWDmmeRzweNy0qf8YMbcpLaOA4kABvPE9AFjYfdC7ik0fiQLMF4BRvN8y1eUaS7MAACLqd6sFg0JgtdJeutxwHDBom9GYwPZlMxkycs9msHULZbNbYK7S5MM/FYtHKmUgE3MSlubnZ1irSCf4eCQHdmKwffO0Q5T9cAnabjUpKShSLxewgpIQfCoXsMOX9wVbDLtP44FrhuOPdePcATVgvV8/KgVtdXW1rCIAH2+X6nJJgsD5Z4/w+98Cvqqqy7uSdnR0lEgkDYzS1sFeuXbtme4gmCulE93b58mXdu3dPy8vLp7q/ScT4WpftJzbDhPG7+HPXhoZk4ejoyGII+5L7pzpCeRy97+rqqsLhsHZ2dmxCDusSOy8AEwmPm7TRFIamzvUEpMvejfMwccRqmHwSBaQH7vdIJ+wiQIb3JckkDRsbG5assJZZD7xTKi50b7MmEonEqTPRlSXA3OKpSOJChQGADQOJVRUNaqykaidJAAAgAElEQVQj7qusrMzkGm5p/vj4WAMDA3r66aeVSqXsHUOM4LJAVQuGc319XQsLCzZbvbKyUqlUSm+88YY1V5LooNnlLKXiBnB/lOujMIj/RtLPSHrzg///lKT3JA14nve/+b7/lUe+m48vu1hgP+i1trZmGqjm5mbdvHlThUJBTz31lNra2iRJ9+7d08LCgnUFz83Nqaen59SUBAT/gC0ABTYHgIrS0lIb/YVvF4Grra1Ni4uLthHJ5uvq6tTQ0GDBhWyJblFsKAKBgGKxmOlTrly5ou9973vKZrM20mplZcXKHOg26urqtLOzc8rQt1gs2qxPupEpbTAxQDoJzgsLC6b/8zzPgDIlGRgXdCdMlUF74oImt/OW4On7vpLJpNLptAnJC4WTuZ1uxkngQCuJzgsGq7S01LwZ0dW5ZV9XPxiNRq0Rg6+DcWtubtby8rK2t7dNAE32zYFL9yXBFPPgyspKm5WLRo1MWpIlEK6PW2lpqQnpKfvRtQkoAjgT/GFaYVVdRpKO9draWs3MzBjQAGDX1tbauqTjFvaX7w+FQlb6RDxO96BbZqPEB2AFpEonWt6ysjKb97y2tqZAIGAgLpPJ2LgxdEeAagAnXajcIwABFojfDaO2tLRkBzraOtYQh5okY9NhxgE7JHU0QAG+0P+VlJQokUiYXyM/4+DgwErkNGzcv3/fwCGfASkHAI91xSHGWkEigXdbOBy2KRlUCzzPs3Uaj8eNlcP0GPsdGB1XF1xZWanu7m7bO+jdotGoWlparJLg6gnd58R4R9cdYH9/XxMTE3r88ccN6AG2YJAw6S4rKzMGF4sVt+mEtUwyAntICZbSOtpV3jnSjPb2douZzc3NGhsbs88KCKypqVFXV5fGxsasIQ+JBnGJ6giyC9hq9kY4HLYOadYx64uSOOCI0ZiSbLwhX+8mjOwBV28NowfA5qzh+SM7ceM0DDhVHRJtGl1I4o6Pj3X+/HktLi7a+eZKKx5OGInz7Cm8GQH76HORmABOXW9HAGJXV5c9S1cLi4abNURlKJfLaXFx0TThaBZJSokdWAORdLnnzFe/+tUfGD98v+ujAMRjSY/5vr/2wQuO68RA+7KktyV9DBB/RJfv+7p27ZoCgYAuXbpkm+f7XclkUm+++aZ5z926dUvF4sl4tvHxcbW0tGhxcVFvv/22CoWTKQF4W/X29qq6ulrvvvuuJicn7eABkBDEj46ONDQ0ZFo+Jg/s7+9buz1s0+TkpJkqA8RgZPj9paWlxlYx3WBiYsIOLNifo6OT6SUALew1UqmU+XtRSr5w4YLW1tbsEGPj1dXV2TxTAg3Bk4yUQ5i/kx54jxEoI5GIzp07p4ODA01NTZleEK8qgjjaON4lP/fcuXNaWFgwO5fa2lp5nmdaTQ5qwKMbsAj6HGAuK+hqXAA2AAPpQWmLAIsGipInhzGCaVgqSVZqdkEUIHh/f9/AObZFHECuUJ0DiFKtC3YA3wRy1ks0GlV5ebkSiYRqamqMTX14NOHU1JSampos2Lr6K9dagoMZcMG6KRaLqq+vt0MJoFVaWmoMN+yKG8gJ1JT6eJ58djqtAa0w1rwHl9njcAEASw8OXhJFt3TGuwewSDpl4+Jqljg0YIPcxgnujZIgJUeSQBIZnj8JFV8PeIUphS1iLZF0uh6HVVVVOn/+vMrLyzU8PCzpgXlzScmJtRVdw2ix4vG4dYxyMAP02KtumZx1SjNYd3e3SktLbfISeuW6ujrV1dWpWCyadQ8VBT4f7xBLIEqaa2tr+tu//VvrbnbLwkdHR2a1gn8kXqYwpegJeUfsM7fb3y0ls38oqcP0dXR0aGRkRHt7e9Zoxb6CTXXBBPsafaLbsU93Mh3pNHGxTgOBgDUDor3k2TOvPJfLWTUExuzhf9g3LsuF/g4NplsN4T27IJ31z/6g/DszM2N7jNhMhQi9JdO4SktLVVtbq09+8pN65ZVX7Mxzpy/xu3E34L6lB+AeJhspE9IKEpfXXntN09PTNkqW2E9cdt9poVDQ0tKSrUl370NiwPq6cgOeK+x1bW2tzpw58w/ihh/k+igAsQtw+MG1LmnA9/2U53mPXuz++LJrZWXFOrVee+01xWIxPfXUU3Z4jYyMqK6uTrW1tTo+Ptabb76p0dFRffrTn9adO3e0tLRk/l25XE5vvfWWWXXE43Ht7u5qZWVFHR0d8jxP165d08jIiAmfA4GAaW9gKGBA3ENoZmbGzFKlk01OScAVE7tdimR1bAC36YCNKMkCtaRTdgj43VVVVam/v98sdg4ODvTWW2+pWCyqubnZbAIAJwTGiooKKyUSnNygCdCBVYPlJKjMzMzoE5/4hE1hgbHis/JZWltbNT8/b5vYbXRwM8l8Pq/p6WkDqjU1NVpbW7MSM4GB+4XJ4YJ9IHi55Vk3seB7CoWCrQtANGbYx8fHtu4I0m55DY86Ai1Aj+k1bhJQXl5ueie3nEY5y/d9m7xC+RqLD4AFBwjMNd5veODB8K2urqqmpsbWGQfj5OTkKVbXLbm7wJtyF6wE5VIYHLeUDqhCAO8CaJ4r0yz29/cN/MGMsE7oYoZRQ8/nshQc6KwXVyTPoci+IzmAMZdk4+5g0gCjbtc85WRKutwjzwqRPVMhWEc8R9YRaxzfUZ4vIJtZwezrhoYG9fX1mXNCX1+fTedgzyE3wPcQ8IBZtHv/PT09Wltbs05PJAl4Bi4uLto6BQQzO76srMxsQnj3LgigKQM7IfY55VGXBURqAstF/OMfWC+3CY3PQgwAzBBHiVusRf5ZX1/Xq6++auuejn0aFNDfApZgZNHURaNRiysw20zgYa1zEYPKy8uNFWY/R6NRe1ZUNB5+LjwzN2l0JSSsJb7H7foHdLGOWUPcN0m1W32AdaTrmcR6aWnJ1jlx8d69e5JkLhWcb1QbHtY7Sw+SM9ZJJpOxvYXVDPs2mUya5pXvISFyO6NJ6KmATU1NndLj8t/8fpeF5fziSqVSeuWVV/So10cBiFc9z/s7SV/74P//G0lve54XlrT9yHfyz/zKZrO6fv26HQSRSEQDAwM2B7WxsVFtbW1aX1/X7OysxsbGDHBhlbCwsGBCYBgExOXT09NW4tvf31d9fb0ODg708ssvm5FxNBo1zQmlRIIE2ho2uXvYSaftJsiQyYA4QDDYJiPlQGHDu+UXOoUJbhxg7qZNJpPa39+3gEfHLBkWAQ2tliQTILsHLU76HPiURnd3d82QtFgsml4Kg+K9vT0Dq7FYzEx98/kT02s+J0H4O9/5jrEyBPu9vT1VVlba72WSi6sP4/PwPGEPAEuuGB7G0mVTCMZcqVTKvobDzG1ocBkft+OYA4e/gyWD7eM9EmBZI9wDP5vAybMB2BJYYWE44NFfcnBjowR4Zu3RpUypmHvgPQOk+HySTNvqWqi4BxdrjTF7lKBh4jzPs+YrSqfomGAgXDaR5gA3KeIZ0ehF+ZRDkXIzTAOHN/dGogU4Yt4175nv4b5qamqscYT7lWRaU0pyaI9dfSb3xJ4/OjqyySwkk67GTHqgrevo6DAbJ7qGYZpSqZQ9l1AoZGXspqYmPfvss+Z7l8vlFI/H7X5Y85ubm5bwYKVEOX50dNSYa7ckT0LY1tZmmrdkMmn3DRtNIgTLynPjcOe9ok199tlnlc1mNTIyYk1rPAfpQUnXvYjXLihznzUxmLUn6UMbmiTZZyD+HB8f2/50WT1kJ3yfSwJ4nmdrzr3no6MjbW1t2Z7Dw5HRnW5DC3EMiQgNaHwNP5s1Xlb2YJ4zcQbtH+VrtypCg1VjY6OVWYlT7nNjrxF30P2xZmdnZ1UsFq2ZDI2tq1lk73FmlZWVGYvK+uDd8Tz5M/YRe4t4g4URCSg/k0SjUCjYhC3ul/vgnfB7uFhXSGwe9fooAPE3Jf2apJ/ViSn2lyX9jX9yl59+5Dv5Kb8oR0onvk1kHgcHB1pcXNTw8LCGh4cVjUYViUTU0NCgjY0Ntba2ampqSt/5zndUW1urP/mTP9Ho6KgikYiqqqpUX19vh8XIyIh5aC0tLZklC0EAVgJNBYasZGiUSH3fNx8ndzGSxRC4KL24XZ6Amnw+b+DHza4pPQH83JIZG4B7cLNON6jy94lEwg5YSjGUGbHCAWi51iMAJu4rm81qYWHBwCNdi+7X8fnz+bympqYMwLjaLVgADnyXAeR3u6VtSmbRaFRtbW1WhuSgzmazZrNyfHxsGS73QycrGTvPDyAEeEDfBxvFfQPmJVmzCMGODNV9NxyolDQAVIB7bEf4O/d3UF7jObllIAJkc3OzIpGIEomErSNKvQRlupux+2AtUn5Fo8Tn4p3CDp49e9bmLxNYaQySHnRhsw75Xu4VBhZwyP5gPQAcOJwlGaPBgffYY49pa2vLDvKWlhYTofM5XFDvMp6uHZNbPmaNSA86efl9NGnxzF2rkrq6Ok1OTlqJkfcHq8kadBtM0Ms9fG/EB9ai21jj+741MKBJc7uasSBBqwXbks+fzE4uFE7G3G1ubtpzQ1dJfOUdsCaRVLhgjL0IAKmsrFRTU5OZ1ZNk8g4pURYKJ01ryBfc90x8ZM+XlJSYWwFxB2YQsMif8d/19fWnQC9g3AX+XGjt0EW7utxIJGIyDdh5VzvLfnTjEH/G/nbXn8tU875J2jzPM+0pFSGkHTxn1mBjY6OmpqYs/tBx7GqA3WfJPuY845nwu10tY0VFhWl/H3aQoAmFtcJwg52dHUWjUdXU1Gh1ddWso1zmEG09v8c9B7lnN865o19LS0/sciiD873EKjfGkujzPN21QSxDxuF2iLtJmKvT5F5d4PjDXj8wQPR93/c87x1JRzoxxR70XUHAx9eHXgcHB7p9+7YNDofV6u7ulu/7Wlxc1Pz8vO7fv2/ms5RZKioq1Nvbq93dXd25c0dzc3M2dYAuKPQpD5ceWUTSg6DoLlaAGgsQ0CidiO7RALFY3UVOoOF3EyDcQ4MNyZg512qG+5ZkC55pLjBWBAIyObdkyn8TyLgHmBeXAXKZKUl2gJD9AbTpdibQuuU8mjn43Yiny8vL1dPTowsXLuj99983P0N+zsMZOB55HDCAOTq6YSVdXRhO+/l83mYHSw8ydRpPJNl9u5+VZ8w9uOwvpZmSkhJju6qqqoyJ43m6zwTjYN4lAKRQKFjZhEy/qqrKWGPXA7GysvJUF3mhUDDpAcwF9xKJRKxxCuAB0/SwDQ+AkucPEEbrGggETnlRumV7AAP6KVgWDn32rgtq3VIhewl2mj3Fz8ajsFgsnmKlKad2fTBtAh0g+4fSGXuQcvDDiZQk27+Li4u2v2DMWM+UU1m/WH4EAgEDaW7HNmC+o6PDuo5hUZhkAWN4fPzADoo4BoBYX1+38mAymVQ8HrdDnXsvFouamZmxtVVWVqaLFy/qhRde0PXr15VKpQxUorWDueOf4+NjO9TZF6wFAAzj73K5nNLptAYHB411fXjPsl89z7OGpYcPZoAd/z0/P29SHZgptyGOdY4sxPM8aySk25evLRaL1gHugi7msJMEInHg3HC7sYkX7v8Tx4m1sFrEfN4pMd5lxSSZ3pQYxvoPBAJqaGgwFp99wM9mf5MwYMfiJuyQJzx72Ed+vhub+Wywf+Xl5aZ/r62ttffCZ6EZCukEoAvfQZeMgEwoKyuzKgClfldqwdonQeaMgXRBtsTeIk6QuLP+aYTjXZLosM5Y6yQZ7sWfBwIBNTU1KRQK6XOf+5y+8Y1v/L2v/SjXR7G5+ZeS/k9J39MJg/j/eJ73P/q+/9ePdAc/xdfe3p5u3rypzc1NKwXv7Ozo3XffNUbR9WJjo8DQUB5wN/bDFwvo+10uy/Fhlwsav9+fuWwFFywR2qOHf4bLflBmdjVcsGRsNroFKTcSQAEAlBDdUWOuro3N5jJpkoyldA2O4/G4lURCoZBqamqMhQsETkZHcXDyMwhuBAGCo+/7phnEi5Fn4+qMYJRchhFj2nw+bzYokuyQhe1xtSUYHnMoPcyOSA9sNShNcti6DJfLQnGQZ7NZpdNpA2AI9112qlgs2oQUgpJrjeEmHJQJmZCA0TQ/C7DHYeh6jMF2c6AAzrCRcVk/AjJ+hOPj49ZNmc/n1dPTo7m5ORWLRY2MjFgnNUboR0dHp5psHn6m4XDYRPiAJ/Ru7togKQCEsI8AnPyeVCplDB6WTxMTEzo+PjY9F3s/n8+fmnjhMgscJm5HLL/HlSMAUAqFk5nSvAuYFBfYurIOnivSArrxcTdwD1PeO2wp65Y9jEQAE+JQKKSnnnpK77//vjG1JCZos6QTXdj4+LglSi6DAxgBXALk3VI8BzlaUReY8X5dF4CHS798Pc/2YWDC31GOPjw81OLiojXikQBRQgXYFotFm9FMokB8ovvejRWFQsEYSM4HPg8gBeIAUOfeK/veLXO6FRZXTuBqBwE03BtEAp/bfRaSbAyjm7ik02mz0eL7eN5u9zgAEMkESSpriglAyFhonEkmk7Z+0Z+71Sa0gYBRDNlzuZyWl5ft6wFh3A97APPrYrGo3t5ee8cwmZwf7llLouKylgB6dJKsLXTbOHrw+YgrrF3eK3GH5IKEkr2G7pmk/1Guj1Ji/veSLvm+vy5JnufFJL0m6ScGIHqe9y8k/S+SHpP0nO/7t77P1/1Xkv5vSaWSvuT7/u/8l3720NCQwuGwvbSHaWNJpzKLn5TrR0Xyup+b/2aDsunJUh8GrQBIMjd+nhtwARfSA+0NQY/Ddnt7W5FIRLFYzHR3LmvJRdBzQQ2MZ6Fw4rcIQ3l4eGjd2G7pG/BZLBa1vLx8iqVzGYCVlRXzKMMPjt8vPWA7XZDvlqwDgYCVtQgm7gHneZ5NN3CBOoDpYQE4z5WDyb0YMbW1taWtrS0rxUg6lVHz/wB5ppuQzHBAEXR5BwAEgDTs0f7+vpVQOPw4fCjx857ckhfsIweTyyDQ4AOzdnx8bB2q7rg43gvPcn5+3pg2t9M8EAjYAVJeXn6KQXE79gH1lOtZW3wP65i/dz8XnwH2WzpJ8FwPNkqELruABIT19GFlK0nG5JCMsE4x3nU1iAB9Vx8cCoWsEYjnC+jF79OVbJDMuSwnv5MDlzVK1zsAJZPJ6OrVq6e0gplMRpWVldYkViwW9cYbb+i1116zpgv382cyGXtOlOCk04bTD+srYdZY/1wfxsq4f+dqdIkF7iHOBWCGHXf3IrpspuO465ouZDfZJka494mUxpX0sKbc0iffQ9MMDCG/k4amQuGk+5x1QAd+Q0ODVQjQGCIberhRwmWz0+m00um0rQfWL1/LPuEe+TP2CVUN4uTx8UnnLu/RTRZdpg92zZUH8buZAoS8iqSWZ+1WXFwNJn/nMrgMXoBZ5N/sGbci4TbXIB+RZOeZm1ihQXZ1zHwG9gjJq1sNdG3NeIaLi4uqqqqyUbePcn0UgFgCOPzg2pJU8v2++B/pGtGJTvI/fb8v8DyvVNJ/lPSLkhKSbnqe903f9+//Qz8YCvmf60XQdRfoh4EQ6TQoBbxwmLqUP9mx+32uPs4NRNIDqxeYK/7+4az/YcaVckxVVZWNWauurjbASled+1nJ2rDGocTKhuYQpHxdXl5uTASAoby83MbQSadLSwABMkgAA4AY8ON2RuIv5wJyDkaYBcAWz5775B8CvyQz8n2YcSI48p4ARQQqSadGunFA8T5dAMNhA0MJE8SB6SYTgEMO4lAoZB2IHGhu4AT8cMBiteQyt57nmYm0u6a4V95NdXW1dU7X1dXZhIhisWiTcNCmcYg9/LPoknWfOYecu6bc0j2HCuwOLKX7OTkEeEaAcPeAkWT35R5UJCD5fN5sf7a3t00f7O4d1hzPjaQll8vZzzg6OjJdLMwF6zoQOPEvZVqNC5Lc/eQ+F9Y84Jo17zJXW1tbpxrUXFae54BfI5pR1/OSNc73ABLcv3fZdzd+sOd53w/rAV2QRMIHWHNjG+/dtT6ii399fd2AOXpXt7TLP+ztra2tU/eJXdnc3JyOj49Nv06MoHrA5wPAYi1Dgx3PBv0pTgUwurxPd7+7ST5//mGgmXVMUsn/kwy6zxgw5EoUOHcePnP4/bxfmErf9/+e8Taf1fW9dN/1w7GFPeSeYdhuwSwCNhsaGtTW1qbBwUFLLBsbG63S4SaOrnaVBJ99wNpxn52b8PE7JVk1g8/Ge+V7kFo8yvVRAOIrnud9R9L/+8H//7qklx75Dn6El+/7Y5JOLc4PuZ6TNO37/uwHX/uXkn5F0j8IEP+5Xz8IM+pmtG5m5JZpJFkgdA9TN5v2PM/Kre5FUHIXPge/e4ACMjjM0Zi4PnZo6WAIXeaM+4HtcMuP+XzeLDgAUXTxEpwAQNwfB6TLwKKXk2TZLUBBkunW8ONyASyflckWmDbzz8PlFQLr4eGhEomEvRO39ILFinvPhUJBdXV19vwANJTtKedxrzw3/i2dgPOenh6trq6qWCyeKj89DGhhaSgfcYi7hxAMCgwM0z7ocObw5+KgeJhp833fGjC4B3RVsJSAHr6HQwomwmU73OD8MBvFIe2WTnl2rFX3/T6811xGw/M8E7+7nf4ALPaJy2ayHjgw3QOV/cOzpqTPwcie4JkfHx+btsvtlv3/2Huz4DjP61p0/Y2x0fPcjUYDDaAxDwRJgARFcBJli5YcK45sx7GdOJVUkpuqUzepSu5TXm7q1qm6dR+SW+XKw0n5uOJybhLbOfEUO44m0+IQDZwBYp6HBtAYGmg0QDSAxn8f4LX1NQhKpCjJpvyvKpUIstH99zfuvfbae9O4ZN1D9bn5DGq5K/6fRgH3E5ka7h81TMZxpLOkRjUIs9mM0tJSjI2N5fz77u6ulGehMa5pGnw+n1ziNBCYbc95oaSDz8B5V50QRgpUp5XjpxoAqkE+NTUlc8nX04ktKioSpp2GkupQqaw9x5/vw+c4aO+oBhXnfmxsTOaMjKXakYiyANUZ2R9u5zOpTJYK7j3VIaQBbLfbZT7oLNMYUpk2vv4gsKyWWpFgPxtLJ17tVqWygPxMJv7xfemA8xl4HnM/ZLNZhMNhtLe3Y3JyUuQb4XAYMzMzclawlakaBdnvKKkleIji4mLRiXKv0BHZ2trrhc4uV3SS38MGemg8SpLK/6Fp2osATmJPg/j3uq5/7wN5io8WYQBTys/T2Cv2fR80TftjAH8M7BUkZZ/V9wIz3ubm5jA0NITr169jaGgIQ0NDcuDNzc3JIfdxgmqgkCpXKX/gnct2v8ZS9U4PAjcODypeMPTCmInLS24/I6KGsWnkUBvJ51XF3bxc0um0ZMGqB04gEEA6nYbVapV55YUI5B6SqiaIWiHVi+R7EkVFRXJ4qMwXDwkAkhnsdDqlBdnS0pIwkLwgaEBvbW1hcnJSCuIynEoDQP3e6oVQW1sLi8WCsbExEZ+rOjC/3w+/34+BgQF5bn4+S7ewE4F6yfBQVseURjmfdz/ojdOAWV5eFraJl8x+o0FdjwBkPJkcw4OahZAZSmU3CDWjkkwQ36ekpETWCD+Hz28ymWScadCSXVZLKpExVfWmZNu57mmU0LCnUUu2jQYYjW81WYnPTsOA76XuByZeqZpTtSZhQUGB1CFkMp1qZAIQJ0LVwHIeVUOVz0cWi5orzq8K1SDgWVFSUiKsusoWUtowOjqasxY4TiwlYjKZhFVWWWl135KdV3vBq89HLay6dnk+0DBhORXOq7rPd3d3ZV8QTIKxWCzweDzyuczeVxm6/eDYc+3zjKXTqEYGOAeqQ8Vn4mvYH3lhYUGKRJOlooFSVFQkzC0/j+9BHSHXIeecDpcabiZj6PF4YDKZpJ6jGvlQddCqs7bfCaCxx3XH11AjuP8MZ4Ki2WyW+WdpI0YiyNKpukFVMpHNZjE4OIilpSXJpmdpNYaouSZURprrUr3z8vLycnrbc43zM9WES34fGrBcA/zurE/8OHgUBhG6rv8vAP/rsT/1MaBp2isAggf801/puv4wKTsHmdYHWmm6rv89gL8HgPb29oe25JhJFAwG0dbWhhdffFG8vO7ubszNzUHTNPT19WFkZAQWi0Uy6JaXl7G+vo7p6WkpAE1wQ/PyUb2x/Zfio+Jxf59Qs2xdLhcWFhZyjEAA8p1U71DVFqkZcdxUKtRxUGl7Hv7UL/Ew43txo1MDota+U5+Fhw7ZLF6UGxsb2N7elsNW7Wer1lbkZmeGL7+rCtUo3u9tA+/onjgm+403AHKxRiIRSUbx+XyYnp6WWo7b29ty6XOcGepi4oB6qfA5yTiurKwgEolgd3cX0WhUdDLDw8OSoUePWD3EeSGkUin09vaKwa6yGAxxkxVSQzzAO90xDloDXFPsrHKQ1EGFaihsbm7KBcTwFfcaD30evAwJVlZWYmVlBQsLC2IcqMkhnCOG87gerVYrtra2hAFSDb/9jAfXb0FBAUpLS9HX15czb7ykvV5vTtic76nOHS8y/rmkpESKonP/8LlVdl99Tzp7+8eYGeOcZ5XdYRiWTgflFzabTRJuVCeBv0+o73fQmUSjj7XxyNzxz/uZPrL3gUAAVqsVa2trOaWi6Oyoe5JZqz6fT0qg0MjmfHP+VNaW4Plht9ul8PLu7q709CZ7RCOLd8Pu7q7U4LNYLPD7/aJP5Z7h2uN35N8xqUXX9ZzWdlarVeQANBYByL7l3qLRxTXD70DjjG0tD7pzzGYz7Ha7OA7qea925+EaoZFIjXEymcTm5qa06FN1l1yD+8P+Knh2cW3SWeRa4vdh6JzzycQXtZqCqgWkM+J2u2VNj4+P53RC4b7b3NxEPB6X9cFxU5lprjHOAZ+LdwB119yrZPJpqKpSAa5Tyit4rjPS1dDQgD//8z/HT37yeEHe9zQQNU1bw8EGlLY3N7r9sZ7gEaHr+jOP+RbTACLKz2UA4o/5nu8KlaE6evQorl69imQyifr6erjdboyPj0uo4cSJEwgGg5iensb4+DgcDgdu3LiBvo72xM8AACAASURBVL4+YcTu3bsHu90uDE4ymYTdbofH48HCwoIsSjJ4PBDVi4zMGxcfxdM00MjuPQgqUwi8I4bm+/HgUcNM3CQHbXAVPETUg4GGGC801dvlBlQL9aobSaXy9xtj+xlPglmV1OaoIXAgt6QMLwE1tAMghx0gOBYsjq3OkToOKvuhGt0cBxoSRUVFmJyclHAyxdLqxUUDjGPNTEV1fpPJpBggPOB5OK2trWFpaQkNDQ0oKCjA8PCwHGi8wNhpRg2v8pLm56qXLJ83k8lI9p6qK2WyCVkGhmdUlkw9YN8N1E1yXvkcqgZRZRs4DxTS5+Xl4cyZM/je974nFw0vILXcBZ9XZaS45jRNQzAYFD0dLyu/34/x8fH72Ga25drPxHBumVmsaVpOnUs+vxoK5OVhMpmkYwjXJ/cMf4eGCi8eVbagjst+5kxdt2rvcVWbqq5ZtcczALn81ILBNPjUfW8yvVOiir+vSgf4nGrkIJvNiuPNMj2cR649sj00Glh2y+l0SvcjdQ2rVRj4M40nrhn2BWboWGV8GDJUDUiCNUVpvPI77m+FSHaaEgsaa9zbHCsapmazOadYNZ+dc8z3At7RvarnGf+d40Uji4wbz0C+nt17+Bqeh2QiaeDw93jOEJxndY/xjN0//mVlZVhcXBRjiQ6QWpSe65+yGupzuc7U/aySFSaTSfYtHUiWA+O64Blrs9kwPT0tTtZ+tpBrnfcHzz2+lowhjUueTVx3XFs0XBOJhDhh3GuMYJLBfhy8p4Go67rtsT/lVwtvA6jRNK0SwAyALwL40kf14SaTCSdPnsy5SJeXl6XtE8Nb5eXlyMvLQyQSQUtLC+7evSvdU1ZXV1FcXIyJiQnZHCxGOjAwgM3NTbS3tyMejwuLFo1GkZ+fjzfffFM6F1BjtrW112A+EokgkUhIYgVT5bkAaXwxuUNlNw9ieChWByCXqjoOTNLgxuRhtN8L5e/z4shms+IpqazV/otKfTZuVB5MPFiA3BAkM+rIHtEwJJOkvi8PNjJ5vFgpyN/P5KheJC9MNVTHi1jVP6p1v0pKSkT/pYZgGd5+kEYnP3+vdWImk5EDlB7y/jmjM6HKAiiH2N7eawuYSCSkzaNaF46Mkcp87p9X1aPnBcAWaypTpob7+D1ZAoPlYmioMARKjRFZLDIj/FxeNmRP1MSH7e29eocej0cKTXNtZTIZfP/735fLXnWAaByoc8w5ZIIR55sXbF7eXqs+s9kMl8uFsbExuTRosJHl5H/8bK/Xi2g0KoYT9wEAYUfUFoAE1z21UPtDbZx/hlVVg/AgI5x7WQ3x8WcyYCxdRcaa54jT6ZTkA34WvycvOAASWlPHTQ3/0dC22Wwwm82SmUypCSUN2exe4pfD4UBxcbG0MwTe6UlMpy2b3WtVyKLHnZ2dePXVV0UXmM1mpaA8NZiq4a4y/iwNY7FY0NjYKNUQ6IgVFRVhZWUlx6jnvmO2MJ0bnr00YCwWi5RvotMHQKQKqrPJ+WBZI34W21uurKxIqJ+svurY0ADinuMcqTpVavb2rwfOLY0fGpDs4sK9sLOzI9pAGlKq4alpe/pAdhoh28735JzScFTHQ820V8vKqWHi/Px8KaitZoozmZF/z2dPpVIIBoPQdV3e02w2S2UEOh8AJLOaz2K32+FwOKTrlnp/ra6uyndRmVzqhKl5r6mpEaeeDgfJod3dXSQSCXznO9+57y54VDxSiPlXHZqmfRbA1wD4APxY07Rbuq4/q2laKfbK2Tyn6/qOpmn/DcB/Yq/MzTd0Xb/7ET9nDqtRWlqK0tJSABAPkQcrdQQtLS148803sb6+Lr0dm5qaoGl7vWoDgQC6u7vhcrmQl5eH5uZmZLN7WavsAKDr7+jmKisrkUwm5d9XV1cxMjIixl9xcbG8FxcdNz1bnanhMl7ANPr2G0cUX6shIRpE3PDA/RnI6pjRAOJ7H5Q4w98/6N94EDP7i0bBftDw5MFCQ1gN7+4Px9IwBN4pEUPjSGVRVSE7mVp1/PaPAZ+BoQer1Qqn04lUKiX/pmoz9xt3QG7SAseBRhifRzV86a3u7u5lorKY8dWrV+W7srA4P4uGpcoucS0AEMZDDfuTdSMrAbxjrKsXLX9/Z2dHahtyvNWEE2Zj0/gmE8TkERobakILX8vvyvni3/FZ1A4bvBz5XKo2ixcBDVP136lPYng2mUyKAVpQUCDGGT+Ta5SXM8+Gubk56SSTn79XC3BrawvhcBjJZFLaPKprgGzLzMxMzsVDcK5o4PMZuB65n2ikcZz4XdUi0Nw7NDI53zRwKI9RHRo6EWpJFFW3xefQ9T3dmNpGkc+0u7srXTV2d3clA57rHIB0H/H7/VhdXZVOUxaLBWVlZdjY2IDb7ZYLPhKJSMcislucB/Us4rpTE3RoiFssFszPzwu7yu+msoecCzocDocD8/Pz4nBwzPldHA4HPB6PJKgtLi7mOKlcnzyT0+m0sGB0xFZWVpBMJsXBcblc4ojs7LzTUo5zwudh9IPlt0wmkxi+aqY+DTyOVUlJiSQGci+xODTbNdLg51iozjlZOz4jDS4+C89fno0AxJHieawSFer6APbu4YWFBeTn5yMajWJoaEiqLpSUlEhnlUwmI6V1ODasj8skvGw2m9OZjOcRz0fqQtW5V50hnj88X1VDVNP2kjhVYoGOJdehzWbD888/j6997Wt4HHysDER9L2nmvsQZXdfjAJ5Tfv4JfsUysAlelPwzhfIA4PF48NZbb6GoqAhNTU3S4P7WrVtSy2pyclLqNDmdTqysrKCmpgbr6+uw2+149tln8aMf/QhLS0sYGRmBruuIRCKyEVnUk7pIu90urBM3u8vlQjgclnZhNBK5+enpUK8H5IZW6TUyRMlLkN6jGlYG3mGO+J4AZOO+G9Swt8pyMWuODAY3Iw9nXkqqN7zf6NqvW6IBxIPR5XJJXTMaY9SYqEJjPqfZbJYSJPwc/g5DVGQVeOCp7B0vd/ai5UXBw4oMBw0/jq/qjTPMwgOd31/tr6yycWotRhr6HC+r1QqXyyXZ3Sz0SmaWz8yxvnfvHiwWizAF2Ww2JyzH0HBHRwfefvtt6LoumiiGfvg7DGGS6QgEApicnASAnOLifHa1VSKfTWUgaUhyXAoLC6WYORkGjjXHMBKJCJNnt9vhdDqFcSI7wcLEqiHEtaYa82rCEY1MIpFISFbl6OiojAfXnBre4vfev6ZVR26/iF5luulc0RgD9lg+j8cjbS+5j2ls0zDkOqYhra4x7gsywKqhsz88x+dQjT6V8XQ4HDh06BAGBgaExWVIbnV1VbqNBAIBMaoYVmbIf2ZmBm63GxsbG/j3f/93JJNJkTpQUsLnLy4uhs1mQ2lpKaanp0X/ZzKZcvSCdDDUCIPKGKoG+tbWlhhedAJ8Ph+GhoZkTJmtSkOF65PMN/coDSC1z7Su68KS8oxSWzEyLBsIBCR6QGZWlbkEg0E5P5nUojLXNGx5vjz99NNIp9Oi952amhJtH9lwPhvPOjYt4JzX1tZidnYW8XhcDKpMJiMJZqp+UY1GcL3yzCKzr/4bw7L37t1DIpEQ44/PmM1mEYvFJPFuY2MDm5ubOa041ciHel+UlJSgrKwMIyMjSKVSwtTyvte0vRqxZrMZc3Nz0kBAlUxwf9KwDgaDwtLzNTw7NjY28MYbb9x/KT4iPlYG4scdbrcbFy5cyPk7l8uF9fV1jI+PIxAIoLq6GjabDXNzcwiHw9jZ2UEsFsPrr7+O+fl5mM1mlJWVSVeSYDCI7e1t1NfXI5FIIJlMykKdmZnJyeJzu91i4CwsLEgRZYY1uCF5SQOQelxqeyW2YOPiBvb0Ksz05EHDg4XeFw+wg4wrNaOQz6vW2VJrR/EQ38+ykNECIJpAhmMBSMhwf1iAG5OHE8MWfG/V6GKWr6oX43801njB+3w+EffTeKYjoGa90fNW9WMul0tkBLquIxaLia4pnU7nZLWygHZfX18Os0pGRDUs+L15gRFqJjQF52SFXS4XZmdnRTtLFkc1VABIGFtltojNzU1ppcUWfK2trZibm8P8/DyWl5dzMge53pgkRXYPeIedpEYpHA5jdXUVa2tr8ns0EEwmk3RlcTqdSCQS8Hg8Eo5fX19HKpUSo4DzTKeGLKHH45HySGrbNHUtkYEhg2Iy7fX03draEraLlz77sM/OzsLpdEq4STXgGUZXtX40mPjd6PRxPDgfNAJpELMsE0ORXPNcm/x3JsEwfLj/8uJFx78j+8M9z6QB7i1Vo8je5jyL+P2Y+WsymVBTUwOv14tkMomhoSEZB+6LoqIiYfE4lnzm2dlZaNpe3Ux2X2JpID5fcXExIpEIRkZGkM3u1efMy8sTNorzRjbd6XSivr4eqVQK6XQa6+vrwijS+EskEuK4lZSUwG63w2Ta6xbl8Xhy6odyXGhEZjIZMeDUM1HV2NpsNtTU1EgtS841x0x9D+6dnZ0dSdDhuUSniCw6nTCezVy/HFuPxyP9vAsK9noqx+NxOb94ZqtRh52dHSE4mOXN9Wez2eDxeMQR4l7meUTjn2Hm/VEbVVbDZ2YI3OFw5NQo5b+pjjfXr9vtFoeZDqDJZJKzhvcZHSqesezgojqAqgyGe476ZO4ZlYnkfrLZbCgvL0cqlYLNZpNC3Cp7f+nSpfvO0UeFYSB+DFBfX4/6+npsb+81ux8YGEA8HkdXV1dOD+GdnR0MDAxgdXUVTqcTX/7ylzE4OAiXy4Xr168jEolgZWVFsrhIqy8uLsLlcuEP/uAPUFhYiFdffTWnuwizBLm5w+Ew5ubm5IBnCzdN0ySTcn5+XkLXPHC4uRjiZHFmsjRqooIq6A2FQtjY2MDy8nKOrowXI/9vs9ngcrkwOTl5nxFCRow9P1XGRfXQ1d+j98+QCQ9INbzE8eHlRs0MdTnc+KzBx4uVBxhb/rH0BZ+R9bQ0TZOCu6qBTueAByVlDCMjIxgYGJCuNLzEqQHk9+Sc7DeiVbCnL3vs8iCmobG6ugq73Z4j3C4uLhYDr6CgQHSqNpsNGxsbEr4iY8F1yDqW169fRzKZxM7ODgYHB+XvaSyolzSfnWEf1RhTPfz5+fkcxovOjZpxrT4P9T5kD/aHZDVNQyAQkD3C8Wc2sMPhQElJCebn5+WyVGUIbEnncDiwtbWFhYUF0ZkWFhYiEAhIgV4azZlMBi6XCzs7O6Jp5Biw8wt/RxXi+/1+ySKlM1VYWCjsBI0gNUym1ibkJcqQLRk1Gm40cMjAqPXauBf4uU6nEz6fD5OTk1KgXmXqKisrMTc3B6fTCY/Hg5WVFQl78jyYm5vDzMwMwuGwaE2pDWO/b+oQuc+pXyVTRQ2oqrVjJvbu7i7cbjfi8bgY0CsrK7BardJbmFm9LpdLHIz19XXJ2i0vL5ewJZML5+fnpYwQAGGystmshLZpnCwsLOQkqx20Lxl+5vhNT08D2Eu60XVdxpYGCwCJUnB90CBidIARga2tLczNzYl+kQlHPMtVbSJZwZWVFfzXf/2XtGlkZIx7Lj8/X8gO1l7lHNBZXVxcRH9/v+w7YI+ZYySILCQrA9B4BfYMtpKSEhljroNMJiOkyejoqLCtPM9IDrAMD9cAE5C4XlhdgGcnHRmfzyfaRya3lJWVIRwO4+7du5iZmclpnVdcXIxUKiX62mAwiNHRUTE2yRrPzs6KVpH5ADyL1HvlcWEYiB8jFBQUSDiZXnJpaSl6enpw6NAheDwebG1t4dvf/jaSySRu3LghF2ZhYSHS6TTKy8uxvr6O0tJSuFwu/OAHP0AwGMTzzz+P3/u938Nrr72GhoYGOBwOTE1NYXNzE2VlZdjd3cXY2FhO2RAejsykS6fTOdmC7Oqxubkp5VnoJbndbphMeyVrqMGyWCzSXYOGEbPwXC4XAEhfZAA5OhhewtSvUMvG8CAA8eD3l8pgeJs/qzXHqKdSQ4O8ePiZNpsNTqcTs7OzcpjyIOPhQP0YmQTqnlQNjcPhQCKRQF7eXu1DGnQ0EKjFymQy0nv46NGjmJiYkAxaGmEWiwVOp1M0eRxbVR+phhqBdxhUaqhoqPOz6TVns1nJEuQFSraKoWYaLQCExRsaGoLD4RDmkkkKZPRSqRTW1tbk4GQYhuFhjqvVasXCwoLMIw9LNftY1YzSqeCFbzKZpK0e/43GOgApXcMQEz9DZS2mpqawuroqBhk1aADEUFIdJYvFgvLycszPz2NmZkZ0VPn5+TmXNlmv3d13SqKk02kxwjweDwoLC4XV2NzcRDAYFIZBDalyvFjxgAWCKeVQM6WZNKPqTHmx08gk+0vjhfpKMp5MUCksLBTGjRpGsrx8TpVZz8/PzykFRkdxbm5OMmN3dnbEoNZ1HbOzszk6ULXrhNlslrqPLpcLR44cQWtrK1566SUsLy/LHqFcg/NK54dnDCUOHA/uZ7PZjMrKShw6dAiLi4sYHR0V44rtHJkFzLEnm7i8vCxzyyxyOmA8C/ldOM50BMngs/f5/Pw8dnb2il6TJXW73VhcXJRSSqzSQMeIDBR1kKlUSqIpNPT4PWkgms1muN1uKb2kFlYfHx9HSUkJPB4Pzp49i8HBQYyMjEgiJo077uGtrS0kk0ksLy8jnU5LGSDuW+p12SCABAAjLF6vV9bS2tqasNuq9pmyEb43z3TVQaPkgU4V75JMJiMRBd4l/FyuS54TZKdDoRCqqqpkr1dVVcHr9YpUwOFwSIF3Ou00PskesiPV2tqasP/ME2BIntEHVkWora3Fa6+99lg2hWEgfsxgtVrR1dWFGzduIJFIyOUai8VgNpsxPDyMc+fOYXZ2VsKNAwMDcqH7/X4UFBTA6XSira0Nly5dwuLiInZ2dnDjxg0AkIPc4/EIC7G8vCxZtj6fD3Nzc/dp6dRQrZpZSHGvKjrXdV3qCGYyGSmIbLFYUFpaKpdYNpuFw+GAxWLB4cOHcenSJWFN+TxkU5aWliSLlUZYVVUVxsfHJaylJj/Qu+bhyT+rSTVkzaxWK2w2m1w829vbsFqtElohE8Ox4IXAP/MSpYfv8/mQl5cnPWhpCDCMYrFYRAvFy55anvn5eXk+HsCjo6NIpVLY2NiQ+pzUJubn5+OrX/0q/uf//J8YHh7G/Py8HHIqQ7G7uysXPQX2nDM+g2o85+XlyYVeUFAAm80mkoRQKCRJEwCkc46maSJB0DQN4XAYNTU1iEaj0DQNP/zhD5FIJOS92PmAhzdZLhoLZH9VdpIePX/XZrNhYWFBpAf8bL7/xsaGtJdjCKi2thYrKytiyPIz+Hn8XlzHzDCmMWg2m6U1WnFxMRoaGtDQ0IDNzU1hSV0uF7a3t9HQ0CBsGfVuHo9Hwp90xhjaBSDFtKmLJAOyvLwMi8UiTDwZFZfLBafTKSxQMBiUzF0aljSauNZoqJ84cQI/+9nPRLbAC5iGNufBbrejqKgIkUhEjDsagyw4zn1oNpsRDAaRTCbhdrslwYlSFJVps9lsUvaDxjRDd2RueAYwnK2y/1NTUyIB0HVdEia4j/Py8uDz+WRtc+1xXMbHx8WIoCGRTCZx9+5dMVYY+p6YmMDQ0JCsx7KyMphMJgQCAdy+fRurq6soKirC8vKyMG3hcFgKzdOBUROmONbMoPX5fDh9+jT+8R//MUdDWlxcjLq6Ojl7qINV9a8AZK9mMhkxTv1+PzweDxKJBCKRCCYnJ1FRUYGlpSU4HA5hvJmxG4lEpFYqma07d+7I2c715HQ6MTk5CYvFIlnd6+vr4nhRPkRDLZPJIBQKyZmaTCbFEfR6vaisrJS9yCgO557OI+8il8slDHRNTQ1isZjIRlwuFwYGBsRRJtvNO4ISG64/JhGxfmUikciJRnG8S0pK0NfXJ0xkUVER3G43WltbJYpw+vRprK+vY3h4GOvr63I380wiWUI50Pr6OjweD5qamlBUVCSRif1tId8PDAPxYwqKrU0mE06dOiV1vaLRKM6dOycbY2NjA1evXsW1a9egaRq6urqQTqdRW1uL2tpa9PT04PLlyygsLERfXx9Mpr0uBEtLSygvL5dQW0lJCaqrq4XZI0NG7U9eXh7m5uZEy0HN0tbWlhhVqiB3c3NTQk5sYed0OuH1egEAkUgES0tLWFxcFEYqlUpJsgfZINL1LGHCcOfm5iYKCwtRUVEhoXcyHqwJGQgEpGCpzWaTUhF5eXmi7+NF09DQgI6ODrz88ss5SSH0ElnXjaERfmfq2ZjVSIbg7NmzWF9fx6VLl8TI4njxIM1mswgEAjhy5IgwH7xgqdGqqKiQS2d3dxfxeByrq6tYXFwEAIRCIUSjUdjtdni9XkxNTaGyshJDQ0PC9tE7tVgsqK6uRkFBARKJBJxOJ1ZXV2UtRCIR9PT0yAWssjcMw9MAX1paEpaLTJfNZkNdXR1sNhsGBweFGVtYWIDZbEZ7ezsqKyvF456enhb2Mi8vD2VlZSIzKC4uhs/nQ2lpKTY2NtDX14fS0lLU1dWhu7tb1p/dbpdwEcs9HT58GN3d3bKubTYbamtrsbW1JUXInU4nIpGI6Ir2ZzaTLSSbR9kGGXZ+Fo2t2dlZ5OXl4fDhwzh16hT6+/tx+PBhrKysoL29HdevX8f09DSOHDkCp9OJcDiMqakp/PSnP4XT6RQjamlpScaWLEhdXR1GRkbEgSC7QgaFlycvKAA5Wix+JyYE0DBsaGjAmTNnYDabcevWLSldws/hPiwoKEBlZSWCwSC6urpQUlKCqakpuURNJhOqq6tRVVWF27dvi1PEdpz5+fmIx+NilDKpye/3o7y8HF6vF3fv3pWQYWNjI7a2thCPx9HT0wObzQa/35/DNvGCTqVSiMfj4hwUFBRIfTuy9z6fD4cOHRL9nMPhQDQaFR0igJzvznEsLS2VcCf1hzTI6CzT2OPFz3OGxibZwOLiYkxPT6OsrEykGZqmSXKQqtW2WCwYGBgQY0jTNKyurkq2MA2LqampnOdg8Wdd16Uub0lJichcqHPlHgP2Qsg+nw92ux2BQAD/8R//gcLCQjQ0NAhbSoeSjQb4LAzLe71ekSitrq6K3CSbzcLv90tUZ2pqCqFQCKdPn0ZPTw/Ky8uRn58vzGU6ncbdu3fhdDrlzgEg40dDlRIIMnrAXqe0iooKXL9+HfPz8+J4s7vL2tqaOM1k8UtKSlBTU4PGxkZxIsfHx5FKpZDJZMSpoO6aXZvGxsakPR7nZmZmBhsbG7Db7XC73dB1HV6vFzabTRxmOp52ux1HjhzB8PAwpqenxXFX51uVyjwODAPxYwqfzweTaa9NGo1DIi8vT8rqAEAgEMCJEyekluKrr74Kl8sFv9+PWCyG3t5eucDKysoQCoWQSqVQV1eHdDoNn88Hj8eDoaEh9PX1yUFAZo+HHo2lhoYGeL1eDA4OiocZDoeRzWZF70jvmBcCS5yQJSHTxAQA6o/I5lH/RBZuZ2cHpaWlEnpZX1+XTFu2UXS5XKioqICmaRgZGUEwGJSWeAxFU3xNw6GgoAAXL15Efn4+nn32WYyMjGBoaEiKnQMQFoKb1263Symc5uZmzM7OwmKxYHV1VdpYORwOlJaWIpVK4datWzlhNo/HAwCSyMJkk2g0KuEfr9eLiooK1NTU4Ac/+IFk+VKoDuwZ2cFgEOl0Gjdv3hSm0m63o76+HmNjY/L8NpsN4XBYxgTY0zMFAgHcuHEDmqYhGo0iGo3i5s2bWFlZQSgUQnd3d065CpZrYUiyuLgYbrdbunNUVlaK5oZOw8zMDCYnJ6UkCWvmVVRUCLsdiURQVVWFa9euSeZlMBhEY2Mj0uk0MpkMmpqa8Oyzz2JsbAy1tbVyaZBBKSoqwtGjR9HW1oaFhQWMjIxgdXUVoVBIQnG7u7vymW1tbUilUpicnMT29raUqdnd3UVVVRXm5ubgcrkQi8XwxhtvCGPMterz+WRvsnxVd3c37t27h/Hxcayvr8NmsyEajaKqqgo+nw+tra1IJpMSNqZ2r729HU6nE/F4HKlUCvX19bIPysrKEI/Hsb29jePHj8slxv3E1mZkf1j02ev1SsY/i2uPjo4CAJ566im8+OKLKCwsxMTEhKybbDaLhoYGYXT9fj/m5uawvb2NWCyGrq4ubGxswOPxSNZpWVmZGCIMO1MuQb0mL79gMAi3242enh7R7m5sbMDr9aKmpgZXrlyRkCrDjnTqXC6XOFBqYpTdbpeadolEQhIQaLAdOnQINTU1WF5eRn7+XmMCn88nzGxrayvGxsYkjDs/Py+h9a2tLdHUOZ1OfP7znxeHD9hj3vv6+tDT04NQKCSXelVVlRjZ1dXV0HUdw8PDsl42Nzdx/Phx/OAHP0AqlRKGlsbo6uoqrFYrKioqRN7DMj7Xr1+XMaUReO/ePYTDYWFQqaujhm5hYUGqWrS1tQn7TafXbrfjzJkzuHz5MoqLixGLxeS9GB0gA0pnkXuuo6MDDQ0NmJiYwPz8PNxuN8rKytDf3y/RlIaGBly9ehVmsxkDAwPo6elBaWkpzp49i9nZWVy/fh2bm5tIJpPC9DJETgY4Pz8fi4uLiEQiGB0dxcTEBHZ398oQjY6Owmq1or+/Hx6PRyQLjBywwgRD6DzHI5EIysvLsbu7i4qKCui6jrfeegsulwtdXV148803EQgEJLmwqKgIs7OzyGQy6O/vF8Z7ampKHF/KjsrLyzE0NJSjydzY2JA1omo+yVS2tLRgbW0NAwMDB5Zwe1QYBuLHFEVFRfjkJz8pocZ3A1kU9eelpSWkUik0NTWhu7sbFRUV8Pl8cqlSmxcMBkVPVllZCZfLhcHBQUkuoIA7FouJt82Lrra2VpiqhoYGLC0t4e7du4jFYpK5eeTIEdy5cwdjY2PC2NAbVdmQ6elpEcj7/X7Mzs4iGo1K6Gl5eRnBYBCVlZWw2Wy4fv062tvbc/pccqNRs8YCsiUlJXJ48rBcXFxERUWFsA3j4+N46aWXJMy5tLQkTKRaT8SNqgAAIABJREFUeoRi+9raWuzs7KC6uhoLCwuIxWL41re+hcXFRdGazM3NIZlMip6HRhM1g9ThMcR29uxZLC8vo7q6GnV1daJpKSwsxNjYmHyfRCKBhYUFubRu3LiBH/3oR3C73aipqUEgEMDIyIiwc5qmobGxUQyHpaUl0Y6FQiG43W7k5eWht7cXR48eFdnA7//+7+Mb3/iGjMXMzAycTieqqqqwuLgoBbePHz+OkZERCUMVFhYiEokgPz9fwp7Dw8MYHx9HMBiUshZHjx7Fq6++ioGBAaRSKZSVlSGZTCIUCknxbToxvb29WF5elrH+0z/9U/zrv/4rstm9emVMHHC5XKisrMSpU6eQyWQwOzsriRm83JaWluB2u3H8+HFhN5uampCXl4ef/exn2NjYwAsvvIDLly+jtbUVp0+fltBuOp3GysoK1tbWUFtbC6/Xi+rqakQiEXzjG99AZWUlTCYTkskkNjY20NzcjN3dXWEFp6amMD8/j6mpKWFZI5EIDh8+LHuGbA6N789//vNobW3F4uIinE4nvv/976O2tlb0apOTkwgGg/j5z38uYTOHw4FwOAyHw4Hh4WG0tLRgeXkZiUQCbW1taGlpQSgUwuzsrEgAmHA0NbXX6p7j6vF4MDc3h5dffhlDQ0Pw+/2SMOR2u+F2u+F0OmEymRAOhyVEbTabJcGkuroalZWVSKVSOHXqFAYHByVLkzXo/H4/otEoCgsLkUgkRMISi8XESWVS3uLioshUWlpacOjQIczOzuLu3bvweDy4fv26sDmf+cxnZA7j8Timp6dx69YtYX+ZcexyuYT91XVdmhmQDWpubkZraysmJiawuLiIra0tVFdXi8He3t6OK1euYG1tTdby4uIihoeHhVUaHR2VbPienh5UVlYiHo8jLy8PzzzzDO7cuYNYLIaamhoJa3MOvvnNb8r7bWxsoLq6WrSnTqcTf/u3f4vr16/jm9/8JsrLy8UZZKmq1157DTabDS+88AJ+/OMf4/bt21haWkIkEsHy8jImJyfF2X/mmWfQ3t6O/v5+3L17V6IuTOqgkbi6uoqWlhaRwDDU3NraiuHhYZhMJoRCIVRWVoqBvLS0hNraWrS1teGLX/wi3n77bVl329vbcLlckuXf3d0t58jm5iYcDgdcLhdsNhu8Xq/0mb558yZmZ2clOYQ6VZfLhY6ODszOzuLf/u3fJEHF4XCgrKwMwWAQfX19EhXZ2NiQz15bW0M6ncbU1BRmZ2cxOTmJUCiEgoICdHV1obe3F8Aew1lfX4/Tp0/j+PHjSKfTuHPnjjDDbKAxPDyM3d1dkZiEQiEhS7xeL8rKynDmzBmk02mMj49jbW3tse0Iw0D8GONhjMOD4HK5MDo6ikuXLqG5uRldXV04e/YsLBYL5ubmsLS0BIvFIqE9tU4eDUeK+AsLC9HU1CR9mbPZLCYnJ3Hs2DH82Z/9Gf75n/8ZFy9exOrqKlwuF5566ilJCIjH41haWhLd28zMjKT4swxFSUkJjhw5ArvdjpWVFTFOdnd3xXOtqqrCc889JwZkIBCQkC11WPTcKA6n7sPlcqGkpARtbW3imd+9e1cYSoqEmT2qar2y2SxCoZAkFdAzrqurk7BJOBxGc3MzdF1Hc3OzlGpJJpPiBUajUdEbulwuSZo5fPgwdF3HhQsX0NTUBKfTid7eXsRisRyDn8/jcDhw/vx5pFIpfOtb34Ku62hra8ORI0dw48YNYRkpBmdI3+/3w+FwSHi1uLgYpaWlCAQCkthDlmJzc1OMv3/6p3+SsLdaRDgYDEqC0tbWFpaXlxGLxeBwODA7Oythf4a22BMXAKqrqxGPx1FRUYGqqirs7u5iYGBAQrm1tbVIJpPIz89Hf3+/tFhjaJelUFTNlNfrldIY1JedOnUK+fn5uHPnDo4dO4ZLly6Jl0+D+VOf+hRefvlljIyMSFcUq9UqZaDC4TA6OztRUVGB5uZmNDU1oaBgr/PRrVu3MDk5ifr6esRiMezs7KCqqgpnz57FoUOHsLa2JiwNs4ydTicGBwfhdruRzWZFbtHS0oLm5mbcuXNHEp6Y8OJ0OlFaWorPfe5zePnll4V5ZSIApQ1kZjOZDAoLCxGLxdDS0oKamhr88Ic/xMmTJ3H58mX4fD4Eg0HpOgHs6Z5bW1sxODgIu92Ovr4+kUpQz8iEl6WlJWFQ/H4/WlpaUF9fL2s6Ly8P165dE/0d2UayNel0Gu3t7Th//jz8fj9ee+01jI2NiWF79OhRHDt2DD09PXjjjTewsrKCpqYmVFZWYmJiAqlUCl1dXUilUigvL8fXv/510aIxtMgsYcpkNjY2MDIyAqfTCYvFgpmZGeTl5UkHlvz8fDQ1NaG0tBQmkwlNTU0AgLGxMbS1taGgoAAzMzNIJpPo7e2FzWYTw1vTNElgqampweLiouz5lZUVSQSkvEVNvNjd3atVSL30yZMnpexJfX29nI3Mbk+n0wgGg3jmmWfw85//HDabDW1tbUgkEmhubkYoFML58+dFglFTU4PS0lLMzs6ivLxcpD4A0NzcjMnJSQlTl5aWSkevcDiM2tpa6LqOpqYmLCwswGKxiExgdXVVQu3b29s5+nfON2UPamkji8UiEqDW1lYcO3ZMupU4nU6cOXMGN27cQH19PRwOhxSU39zclJJqoVAIwWAQpaWlsFqtePvttzE3Nydl2xwOhyQ5LSwsiN5xfX0dXq9XWNWnn34anZ2dcDqdeOutt3D16lUAe6Hq0tJS9Pf3i7SICSclJSVoamqCx+PBuXPn0NbWhu9///uwWq147rnncO7cObjdbly7dk1kR3Soa2tr8bWvfQ2JRAKnT5/GU089hZGREXi9XoyPj6OxsREOhwN9fX0yHuod8H5hGIgG7gMP7N7eXtEkpdNpEciXlpYikUhgYmIiR9d3584dWCwWCccwU44N2FnfKpFI4ObNm/jud7+L119/HePj4xJKq6iowPT0NFKplGjMMpmMZIFarVZEo9GcDLTNzU184QtfwOXLlyUpx2azYWRkBD6fTwqglpaWYm1tDcFgEIFAQLzFwsJCtLS04OTJk8jPz8fU1BRGRkZQV1eHxcVFYUaoI2KJiMHBQdTX16OyshIzMzNYX1+H0+lEXl4eFhYWpBwBD/hAICDaxuXlZXz2s5/FxMRETvHddDotPUUTiQQqKioQjUYlMYe6sjt37uDLX/4yJicnJfQLAEeOHLlvPmOxmFxCJSUlKCkpwRe+8AVhmQDgN37jN/Dqq68ikUhIRjXbWrGg7vb2Nr70pS/hypUrCAaD2NnZkcuEFzyZzry8vZ7htbW1iMfjsFqtmJ6eRn19PS5cuIBgMIiBgQFcu3YNVqsVX/3qV3H37l3cunULx44dQyaTwfr6Ot544w2Mj49LYV+Hw4Hl5WXcvHlTSlz4fD4888wz+O3f/m3E43HcvHlTsi87OztRW1sr8+b3+7G5uYn+/n7Jgk6lUtL+jZo4j8cDv98Pm80Gn8+HqqoqLCwsoK2tTRgy1h195ZVXMDw8jK6uLgkzms1mHD58GCdPnpR1yPB/bW0tEokENjY2hFngWpmenkZe3l7Pdur84vE4tra2cPr0afzkJz+RbF6Hw4Hy8nIcPnwYFRUV6Ovrg9lsRlVVFerr6wHslfdgp4xoNCqhxLW1NbhcLtTX16O/vx8lJSWSCMQLPhqNoqOjA4ODg8KAu91uBINBqYgA7CXitLS0oK6uThwjauZYPodaWV3Xcfv2bYyNjSE/P1/qY5ItCQQCsq+ZrRkKhfDcc89Jlr/b7ZZ1PTk5idHRUeTl5WF9fR3V1dXo7+9HOp1GZ2cnbt68iUwmg9LSUszPz6OsrEzCdixoTwZwd3cXTU1NsNlsuHjxonQvGhgYwPT0tCRL0NlraGjA/Pw8Kisr0dTUJFUVhoaGsLKyguLiYvzJn/wJent7ce3aNaysrEi0hfuL7PPW1hZ6e3ulJBMzdJkcQblEb28vTCYTjh8/DrfbDU3TEI/H4ff78ZWvfEWY95MnT+acAQsLC2I4ku1tamrCiy++iG9/+9toaGgAACkNxJqbZ86cwT/8wz+IbCWbzeLKlSuYmJiQagoMFzOZheczANTU1IiGvbCwUNb+xMQEnE4nzGazJKTEYjHJll9fX0dXVxey2SyOHTsm9wpLLJ07d07YNSa8MHTs9XoRDoeFBayursbAwAAKCgrQ3t6OF154AXNzc5iYmEBlZSUuXryIQ4cOYWZmBsvLy6KBZRk2JhtVVVWho6MDsVhMksAymQzKy8sxOzuL4uJifPWrX8XQ0BC+973vYWBgQM7bYDCIo0ePoqqqCi+99BI2NzdRX1+PL33pS7h27RqcTidu374t+vXq6mp0d3dL5ICOpdPpxOnTp/Hss8+ir68PZWVlGBgYEElXKpVCLBaD1WrFJz/5Sfz1X//1Y9kChoFo4D7k5e21ourt7ZUyOGylRXg8HvT19aG2thY+nw9lZWWYmJhAS0sLzp49i+7ubhH+M5u6qqoKhYWFGBkZgcPhkAy4QCAgHQEKCwtx5MgREXtXVlZidXUV/f39oicpLCyUUBwPpc985jMi3O7s7EQymUQymRQ2iqFQq9WKhoYG3LhxAwsLC7BaraipqUFHRwcOHToEt9uNN998E11dXThz5gxWV1cxOjqK+vp60cG98cYbGB4elgbxzFqbmZnB2bNnJatbZc62t7exsrKCsbExJBIJ8eh5kE5PTyMej6OmpgYAJGRKLRm/A4X6vCQB3Kcx3Q/WqVRRUVGR87PZbBYNzfHjx9Hf348bN25gcnJSwidlZWWIRqNYXV3F0aNHcfnyZXR0dCAUCmF6ehoulwsulwstLS2SyFBWVoZXXnkF/f39cDgc6OjowAsvvIC8vDycOHFCPPTGxkYJXVdUVKCsrEzqdTLMNT09LfXi0uk0BgcHsbKygkgkgs9//vOSGOB0OvHmm2+ir68PdrsdoVBILmEmXlCzxGxNn88n2dvT09NYXl6WjODu7m4RkJeWliI/P19Y7dOnT2N2dlb0evwdhml7enoQj8dRVVWFlpYWeL1eWK1WPPPMM3j++ecxNzeH2dlZvPHGG0ilUqioqEAsFhPmlk7ZxMQEmpqaMD4+jkQigcHBQRQUFIj+Fthz7LxerySOra2t4fjx4yLWb2lpAQApul1QUIA/+qM/wo9//GOkUimEw2Fh1paXl9HT04O5uTm8/fbbGB0dRXV1NY4dOwar1Qqv1ysJXDSGdnZ20NzcjN7eXqRSKdTW1mJpaQknTpyQAuNNTU2or6/Hd7/7XQnhrqysoLS0FEVFRZLdPjAwgGQyiXA4LEb9+vo6otGorNnm5mZsbe31eX7ttdcwMTGBaDSKmZkZeDwefPKTn0QikcDIyAhGRkawtLQk2eDUjTGz9OTJk2J0Z7NZ9Pf3S1a62WxGeXk5tre3pcMGs+GdTidaW1vhcrlgt9vR0dGB8vJy3L59G5FIBHa7HSdOnMDOzg7Gx8cRi8UkY3l7exunTp1CfX09Xn31VQwNDUkm++zsrBSDLy8vl31FDfHZs2cxPT2N8vJyfO5zn5M14HK5MDMzg8HBwZz9nUgkUFdXh6effloMP5fLBa/Xi4aGBjlD6ARMTU1hZmYGjY2NIidh4WsmTYyOjsJms4lTXlBQgOrqalRXV8vnXrhwAW+99ZbcK6zld+TIEWmbt7GxIcbzxsYGWltbRQve2dmJnZ0dXL58WQzIkydPoqKiArdv38bk5KREMbLZLILBIILBIEKhEJ5//nlxbL/1rW+hqKhIzme21Dtx4gRisRhaW1uRSCRw5coV3LhxA52dnRgYGIDD4RCDcmpqCn/4h3+I3t7enMLkwB67SVKgrq5OjLlUKoXCwkI0NjbCZrNJV578/Hx5DY1XlmrzeDwSraLuk20SmR1PTaXFYhHnkBGmiooKdHR0iJP4ODAMRAMHgtQ9D0OKqont7W3U1tbizJkzKCoqQjwex+nTp+WACIVCyMvLw+XLlxEOhzE/Pw+/3y9FhKenp/HMM89geXkZqVQKFy9eRDqdRl9fn9Dj9fX1qKmpEcEwjSuWMWBpDl3f6xMaCATQ0dGBYDCIra0t1NTUwOl04ubNmzh8+DAmJiYwMDAgonjWs7NarTh27BhisRjW1taQl5eHcDgMj8cDj8eDqqoqAEBZWRmAvTBnb28vOjs78Xd/93eYn58XhmJlZQXLy8uw2Wz4yle+gtXVVbz++utiLNvtdpw/fx6rq6toaGgQVudf/uVfEAgE8Lu/+7tIp9Po7++XECxbIrIWIjNDyWQ5HI4PZM7JJlosFsRiMSwvLyMQCMBqtWJubg6tra2Syef3+9He3o67d+/iwoULeOONN+ByuSSsH4lEMDU1hYWFBbz44osoKCjA17/+dcmaf+qppyQJhQdjOp0WbQ3H3u/3Y2lpCWazWS56lpJh8dyjR49K4g5r+9GAZsZhPB6XsCZ1pwwXhUIhxGIxOdBpTFITF4/HpayJ3W6H1WqVrPxwOCzMG4sH831LSkpkDFtaWiSDXd1f4XAY4XBYDK2KigrU19djZ2cHb731Furq6sTYYyFqr9cLi8UCr9crnVkASJLQ6Ogobt26BZvNlnNZE5WVlcI2ut1u0TYyQaq1tRU9PT0SIWAXiEAgALPZjDt37gAAJiYmAAAnT55EV1cXenp6EI1G4Xa7ZW9+97vflUiE3+9Ha2srpqenUV1djXA4DLfbjdHRUdTU1GBhYQGzs7NSrsZsNqO1tVW+J7O3icLCQnR2dqK5uRmHDh0S1pCZvBMTE5IJPTw8jJKSEskarqurk7GqqakRQ+bKlSvIy8tDJBLBzMyM1CZklvELL7yAZDKJQ4cOwWazIR6PS0JLOBzGrVu3EI/Hhbm9efOmrMP19XXMz8+L5o+SHLL+0WgUzz33HGZmZnDp0iXJtF9dXcXs7CwWFxdRVlYmZVMaGhrQ2NiI2tpaGRO2lRwYGLhv3qk5BCCJdgAkeUxdH6yuMDg4iMbGRhw+fFgSq7gebty4geHhYWxubqKhoQHr6+sIh8OIxWI5c8SyUVy76XQaTU1N2NnZQUVFhYSDz58/j9HRURw9ehR+vx9XrlzBrVu3AECkHT6fT5xbnntMhGQdTlasMJvNqK6uxvz8PI4fP466ujrpEEanxuv1ilTD7/fjs5/9LH7zN38Tuq7jm9/8JkpKStDZ2QkAkhnd3t5+39jW1NTg9ddfx/Xr1wHs9XVubW2Fz+dDJBIRSc309DSCwSCsViv8fj/sdjuam5tRWVkpzs9bb72FyclJDA8Pi+Hf39+Pra0tlJWVoaKiQiqUFBcXS7mhw4cPS8Svubn5A7kXDAPRwIFgODOdTotnp4LZtDxYlpeXRbjPyxeAXELnz5/Hz3/+c9Entra2QtM00QLa7XbxqijQNplMIo7PZrOoqqrCyMiIZP1WVlZKeRteQjQUGMoFIBvc7/djYGAAk5OTKC4uRk1NjSSRlJeXy+8B767fpEEzPT0tiTler1cyiZPJJKampqRGFkvOOBwOVFVV4S/+4i9w584dzM7Oipg9EonA5/Ohra0NyWRS2rT19fUhFApJuQ+Xy4WlpSUxjOnNfxCIRqNwOp0oKCiAz+eDpml46qmnUF1djcXFRaytrWFiYkI8YIagqXVh14Td3V3RWRYVFaG8vByapuG3fuu3JFnkpz/9KTKZDG7fvo3FxUUp7P3CCy/A7/fLM7F8A7CXPFVcXIza2lqp+fYg0BlhQfhoNIrGxkZhyUZGRhCJRJBKpaDrOurq6pBIJAAAXV1d8j47Ozv4zne+I71fAaCjowOJRAK3bt1Cd3e31HsjIxYKheByuaRuHGuQvhtYVJlMvclkgt1ux/j4OBYXF9Hd3Y3p6WksLi6irq4O5eXlWFlZgdvtzumiA+xpbh0Oh7Qd249YLIbOzk4prk3WbH19XQxyan9/53d+B6FQCLdu3ZLyQSymzFaQzPQEIN2Kkskkjh49ipdeeglFRUU4fPgwjhw5IgWWGY6nNvHkyZOYn5/Hm2++ifn5ebhcLjQ3N+PTn/70e2qpmAQ3OjqKoaEhhMNhdHR0QNM0nDhxAj/96U8xPT2NZDIJq9WKqqoqNDQ0SIJRJpPBtWvXxOngHESjUbS3t8NiseD06dO4c+cOpqenhUmjgUqdsc/nw8WLF+F2uxEOhxEKhUSnCeyx9izVUlpainv37uHll1+G3+/H9PQ0ioqKMDc3Jw5qIBCAx+PB5OQknE6nOJif+MQnJFue5x0RCATw/PPPHzhONB6Avb3E9pQs6UIwzHz06FEJkwYCAXGQgb39xfJAZrMZExMTUl+TZz+wF3liP2W/349nn30W169fR319PcrLy9HV1YWtrS1cvXpVEqyYuPSJT3xCEhsJdT37fD5YrVY0NzdLpybWq1XHhRU09rOqlOUcNE5cO+q+pXF9EDweDz71qU8hHo9L0fRIJIKvfOUrObVkXS4XampqhN3jGbm8vIxoNCrygmAwiO7ubpGi7OzswOv1IhgM4vjx48hkMlhYWIDP58POzg6i0SiOHDmSM/YfBAwD0cADYbVapSsLOxYAe57UxsYGIpGI/N3S0pLoefa/x/LyMkZGRgDsXSDr6+vIy8vD1NSUtFdiOR7WbHzzzTextraGjo4OXLp0CQ0NDbDZbGhqapLaVyxYzTIpNG4eBB7q1O21tbWhrq5OkmmAdwxEem4HgbXJGMrq6OjA6uoqtra2cPz4cei6jr/5m79BTU0NXnzxRUngcTqdqKmpwfXr17G0tITx8XEJ4TscDhw6dEiasPPw+vSnP421tTVcvHgRwF4x2KWlJVRWVuLChQvvemg9KmgYAnsXTTQaRV1dHaqrq1FbWyv6Hx6a1FCxULXFYhFxutlszmE2gD0Gdn5+HnV1ddjZ2cHCwgL8fj/q6uqkJqJafmk/iouLcfjw4Yf6Ll6vVzIC0+k0jhw5gsbGRvluDOXvB78/kZ+fj3A4jHv37uHEiRNobGyULNj5+XkAe2z65OSktJkky0uDkw7Fu4GhZBonq6urGBsbg9lsFieAiRutra3SscHr9WJmZkZahhE0TB60H1pbWyXhgGPOkjlq/USPx4PS0lIpeZTNZtHV1YVQKARgby+8/fbbknHK5AZmGHd1dcFqtSIQCGB2dlaSjYqKitDc3Izbt28jFouhsrJS1sfq6ipaW1vxuc997qHXd0lJidT36+zsFAeipKQEp06dQnd3N/r7+6XrhcViwcjICJqbm3HmzBkZAzqwTHQ6e/Ys7ty5g0wmg+gv2pgWFxdjdnYWTU1NOH78uDwDO0E1NjZKyJbnCQC0t7dLmzpgzxAZHx/H+Pg4gD0DkpmtHNvy8nKUl5dD13Xp7ALgXR0k1RB8EGw2mzCVHCfCbrdD0zSEQiGZ54M+o729HTU1NaLFY4Jdd3e3MJhs/0pG98KFCzh8+DCGh4fR3Nws2kSWdOEcqP9/ECwWC86dO4etrS20tbUJS8swOWG1WvHss8/mtA5l0si74VFDtMXFxRJtUsdJhSqRINTIC/u6V1ZWIhQKYXFxEdFoFJ2dndjY2EB7e7s4zIwOsNPNB0UUqDAMRAMPhNVqFSOOhZUBiKFgs9kA7B0CrIu4H9RE0UN2OBxYWFjA0aNHsbW1BY/Hg4sXL6KyslI0PcCeMXHjxg289dZbwmwcPXoUAKTdFdtNuVwuXL169V2NCwDCMJKBjEQiEpJUX1NdXX2fZk+FyWTC+fPnc/6up6cHY2NjeOWVV6TYM0PE2WxWCknb7XYkEgn4fL6ccBmwF9o5CDabDWfOnJGsNh6+7zdL/WHAHrFMbgFwX+FVGogAcObMGalf9yDQUGKNNl4M7e3t72qQvx8UFhbiueeeEyNov+NyEJ5//vkDL1dqZI8fPy7PqYam7Ha79N92OBxobGxEUVGRJBo8bDYhezz39vbKJXDixAkpnJxOp2GxWFBfXy/JNT6f70ADkYzeg8ZVvXybmprwxS9+ETdv3pS//8u//EuZd2YQs6RVS0tLzu+z1EogEJB6mNQ5tre3S9vClpYWWR8sAWW1WiXrt6CgAMFgMKds0MOCe5jOhoqKigqUl5fDZDJhcnISJ06cEAY8FArh0KFD8tpgMIi1tTVJ5IhEIujt7cWdO3ckOY2lrjKZjBg1ADA7Owuz2fxATXB+fj5Onz5939+PjIxgenoaJ06cEPaK5aUITdM+UHaINVb9fr+EZAlWVXgvqOw+sbOzIyWyCPb1rqurk45Tahga2Juj/Qbiw4LnCItrM1Fw/2tUY/1XCW63G3Nzc8hkMtJ32+1249ChQ8hmszhz5gwaGxsfeIbxTPgwYBiIBh4Ii8WCnZ0dMX7Y1ziRSCAej+PQoUNSigHAfeEOYC+cpR4Gk5OTAJDT+QHYO9hV9oalUGiEqAbb/kLfAPD0008/1HeigQjggR4XmaZHQV1dnST2MCGDbGVFRQXq6upQW1sr7fgOGqt3w/5L74M2qA76PNZzfFAohl0CgIc71Jm4MTc3J50fKLb+MMDL9mHxoAPY6/ViaGgI//mf/3ngvzObG4BohMrKyvDaa69JgeeHAYtKj4yMSKkPGgVtbW1YXl4WI9tsNoscAYAw/QBEo8k/vxc0TUNTUxNCoRCuXLkCIHc+a2pqUFZW9kBNU3NzM5qbm+Vns9ks5WHq6+vhcrmknuF+nDt3LufnY8eOyTM9CjweD06ePPlAtlbTNBw+fBjZbFZKgQD376uioiIsLi6KZMZkMuHkyZNSo/XWrVtSr4/JcyoOcpLfC/sTOz4KWCwWcbj341H3jYr8/Pz3NQbqWfx+HN+2tjYAkETGJwlcs3fv3hXtrdlslrJO72YcftgwDEQDD0QgEMDS0pJkkVIAvLOzI6VGVN3Twxg9ao/g4uJiYSP3e6LMcv2gwWekVuWDAkuosN2S3+/H1atXMTo6Cp/Ph2NcFyPiAAAgAElEQVTHjsnnPapxuB/PPvvs+z7AHxZ5eXnweDzSNWU/mAH6qGGNgxiUX3V4PB40NDTk6Mn2g+3enE6nsKMnTpx4pDUWCARw6tQpvPzyy1haWpI6ewAkQ3w/aMixTzqQy5Y8ymXLi3U/A/ao7IvP55OwaCQSeSRG6P2ua03TcsKKByEUCuHChQsi62ChaxXsYsFSI8A7jQSYKbu6uorOzs4DZQof9r78OOMTn/iE9C9+v/ggav991GB9TRIXalKkqvv8ZeBjZSBqmvZ5AP8ngAYAx3Rdv/aA140DWAOQBbCj6/r9aUkGUFJSgvb2dtFF5OXlIZvNwu1246mnnhKvrbCw8D1LrRC8sHjZss/vh6GfOAhsj/dhfZ7ZbJaaYqWlpYjH4/B6vR+oMfpRhUp8Ph96e3uxubl53yVPrdxHNW+/TGiadl9I7CB0dnbm9Nl9P1mE7FREveF7gT2qWUsO2EsYW1tbQzgcfqTL1m63S0/kx0FBQUFO2PZXCe9lMHPOTCZTTrIUsGfAv/DCCx/as/26g5nfv24wmUwPHQH7qPGxMhAB9AD4LQD/4yFee07X9cX3fpkBq9UqmbTsXVlWVnbfAfowoHHDHr3pdPqhLsIPCpqmoa6u7kMP0QKQQrrUqj1pYMj/7bffvs8opYH/62AgPiw+qNCWy+V6aAMRwH2JBA/Ssr4X2CHm1xmBQADPPfccgA9uPg0YeFLxsTIQdV3vAwya/4OGyWQ6sPbT+4HVakVpaal0YbDb7R85jf5+L9BHRUlJCc6fP/+hJpN8mGBWLlvV7YfP5/vAajAaeAcul0u6zxj46GEYhgYM7OFjZSA+AnQAL2mapgP4H7qu//1BL9I07Y8B/DEAqZNn4PFgMpkeKI7+OGJ/5u+ThoNa9xn4cOH3+zE6OvqemjoDBgwY+DDxxBmImqa9AuCgtMq/0nX9Bw/5Nid1XY9rmuYH8LKmaf26rr++/0W/MBz/HgDa29vfO+/fgAEDBh4TbMVnwIABA79MPHEGoq7rj31y6roe/8X/E5qmfQ/AMQD3GYgGDBgwYMCAAQO/jvjlFNf5JULTNIumaTb+GcAnsZfcYsCAAQMGDBgwYACA9jAV058UaJr2WQBfA+ADsALglq7rz2qaVgrg67quP6dpWhWA7/3iV/IB/JOu6//9Id57DcD9HdANPCnwAjCy1p9MGHP3ZMOYvycXxtw92ajTdd32fn/5Y2UgfpjQNO2aUS/xyYUxf08ujLl7smHM35MLY+6ebDzu/P3ahZgNGDBgwIABAwYMvDsMA9GAAQMGDBgwYMBADgwD8eFxYK1EA08MjPl7cmHM3ZMNY/6eXBhz92TjsebP0CAaMGDAgAEDBgwYyIHBIBowYMCAAQMGDBjIgWEgGjBgwIABAwYMGMiBYSAaMGDAgAEDBgwYyIFhIBowYMCAAQMGDBjIgWEgGjBgwIABAwYMGMiBYSAaMGDAgAEDBgwYyIFhIBowYMCAAQMGDBjIgWEgGjBgwIABAwYMGMiBYSAaMGDAgAEDBgwYyIFhIBowYMCAAQMGDBjIQf4v+wE+SGia9n8BeAHALoAEgN/XdT1+wOuyALp/8eOkruuf+eie0oABAwYMGDBg4FcbH6tezJqm2XVdT/3iz/87gEZd1/+3A16X1nXd+ijv7fV69Wg0+sE8qAEDBgwYMGDAwIeI69evL+q67nu/v/+xYhBpHP4CFgAfmPUbjUZx7dq1D+rtDBgwYMCAAQMGPjRomjbxOL//sTIQAUDTtP8O4PcArAI494CXFWuadg3ADoD/W9f1739Uz2fgl49UKgWTyQSr9ZFIZAMGDBgwYODXBk9ckoqmaa9omtZzwH8vAICu63+l63oEwP8H4L894G3KdV1vB/AlAP+vpmnVD/isP9Y07ZqmadcWFhY+lO9j4KPHjRs30NPT85F81tTUFDY2Nj6SzzJg4FcFGxsbWF9f/2U/hgEDBh4DT5yBqOv6M7quNx/w3w/2vfSfALz4gPeI/+L/owAuAjj8gNf9va7r7bqut/t87zuMb+BXCDs7O1hbW0Mmk/nQP2txcRG3bt3CyMiI/F0mk0EikfjQP9vAk4tMJoNr165ha2vrl/0o7wvJZBKvvvoqXnvtNczPz39kn/tx0tMb+PXC9vY27t27h3v37v1KreOPVYhZ07QaXdeHfvHjZwD0H/AaF4ANXdczmqZ5AZwE8P98hI9p4JeIVGpPpvpRXL79/XvL76WXXsLAwADq6uqwtbWFeDyO1tZWBAKBnNf//+y9WYyc13Uu+v01z3PX0N3VM5vdnCeREi3LFqHYkO1AiF+dOEBwEJyXBAZyHy9wXg6QA1wggR8yyHlIruE4TjzEsqXIpkhaHJoi2RN77qqu6qrqmud5rvr/+9BnLVeLlEJbHnJ8uQHDIptd9Q97r/2tb33r2xqN5td+Tc8yJElCLBbD6OgoBEH4RJ/VbDaxtLSEfr8PQRBw6tQp2O32Z/79breLfr//X+bZ/CZGOp1GMpmEx+PByMjIb/tyfuExyBzm8/kn5vmvY1QqFdy9exef+tSnYLFYfunPkSQJpVIJcrkcJpPpV3iFzzZarRYAQC6XQ6lU8t8nEgkEAgG8/PLLkMn+j+N1PnLUajXUajVYrVao1erf9uX8Vka/38eNGzfQ6/UAAF6vF+fOnQNwOB8/aQz+JON3CiAC+F+CIBzHoc1NBMB/BwBBEC4B+O+SJP03APMA3hQEQcQhg/q/JEna/m1d8PPxi49GowGfzwdJkiCTyTA/P//MwaVcLgP49QPESqWCYrEIlUqFtbU1yGQyaDQaCIIAmUyG9fX1J35nfn4eMzMzv9brepZRKBTw+PFjqFSqT7y55/N5lEolOJ1O5HI5rKyswOVyQSaTQRAEWCyWjwVBjx49QqFQwBe/+MVfeGPMZrP8nh0Ox386R+7fvw+bzYa5ublf6HsAQBRFJJNJ9Ho9jIyMQKH45UNrsVgEcDiHngUgNhoNvk9RFHH37l1sbm7C4XDgT//0T3/jGwyBHIPBwOvt1z3K5TJEUUQoFML5808tCD3TiMfjWF1dRbfbhUwmg0ql4p9NTk5ifn4etVoN+/v7kCQJoigiFouh0+lgZGQEs7OzsNlsz/RdkUgEgUAAABgcDMalEydOYHp6GpIkYXd3F/V6HblcDk6n85e+PxoEhC0Wy69sfnS73SOg9lnGgwcP0Gw2odPpcPHiRdTrdYyMjKDRaODevXvodrtH/v3o6CjOnj37xOeEw2G4XC5otdpPdA+/jVGtVtHr9TA1NYVSqYR8Pg/gUJ60s7OD11577beWFPxOAURJkj6qpLwE4L/97/++D+D0b/K6no9f7UgkEojFYtDr9ajX67BarRgfH3+m3y2VSgAON9Jer/eJNvKPG7TIx8fH0el0oFAokMvl0O/38cYbb6DVakEURf73Ozs7qNVqv5Zr+UUHbVK/Cu0k3ZPNZsP29jay2SxOnz4NQRDQ7/cBAMPDwx+5SRUKBQCHrJrH40Gn08HOzg6OHz/+saxio9HAgwcP+M9OpxNXrlz52GstlUpHAAENSZLg9/uf2KwGS0GhUAjRaBQjIyOQyWTwer0f+13/2XUAP2e7P250Oh3cunXryLWEw2HI5XLEYjEUCoVnZmxFUcTW1hZmZmY+0Ubbbrchl8vhcDgQj8d/IywIzdVEIoFTp079wkDlw59TLpchSRIuXboEhUKBYrGI/f19zMzMIBqNIhKJQKPRIBaLIRqNAjhMSERRxNWrV5/4XFEUIYoiyuUytFot5HI5fD4f+v0+SqUSUqkULl68iPHxcchkMuzs7CCbzcJutyMajTIrm8lkfiUAkYCwTqeDyWTCyZMnodPpfunPKxQKWFhYgNVqxeXLl5+6jj48JElCs9nE0NAQstks3nzzTfT7fbhcLvT7fWQyGXz+85/nZsJcLodkMvkEQGy329jY2ECn08Hs7OwT39PtdvH48WN0Oh00Gg30+310Oh1YrVZcvHjxE933r2JUq1UAh3uFWq3Gzs4Out0ustksJ3+/rQrK7xRAfD5+d4coisjlcpAkCY1GAyqVCteuXcO7777LC+xZxiCj0el0EA6HEY1G8corr0Aul//S19dsNpFOpyFJElQqFfL5PFqtFgwGAyRJQjAYhNVqhU6ng8PheOL3w+Hwb0QX+SyDAGImk4FcLoder39qBqtQKGA0Gj/2s2q1GmQyGXZ3dxGLxVAul3H+/Hm43W6Ew2EO7B9m9+LxOHQ6HTqdDg4ODlCpVHDlyhU8evQI9XodJpMJk5OTH/m9zWYTAHDu3DlUq1UEg0FUq9Uj19vpdBCNRiGKIjweD/r9PoPWwVEoFOD3+6FQKBjohEIh1te1221EIhHo9Xp0Oh2cPn2aQaVGo3nm5AU4LDfRfP4wQHwa0CLN0rFjx2C1WgEAJpMJsVgMPp8P8Xj8mQCiJEmIx+MIh8PQarXMZP8y4K7dbkOj0cBsNiMcDiORSMButz/TJtfr9SAIwi+8FpvNJmQyGURRxP7+Po4fP/7Uz47H40fe8fDw8JHrarfbUCqVqNVqUKlUnMxUKhXcvn0bjx49wtbWFqrVKs6dO4ehoSGcPXsWpVIJxWIRhUIBnU7nCEBqNpu4ceMGlpaWsLe3h7m5OZw8eRJLS0vwer3QaDTI5XIIBAIcn7a3txEMBuHz+WCz2WA0GqHRaJBOpzEzM/ORz1IURRQKhafq2MxmM18XfY9arUYqlYLT6fyF5umHB62FYrGIVCqFsbGx//R3KN55PB5YrVY8fvwY6XQa9XodLpcLOp0OVquV5+LBwQHW1tZQr9eh1+sBHMoZKHFrtVrodrsQBOFI4l8ul5FKpWAymTA0NASlUomf/vSn6HQ66PV6ePXVjzI7+fno9/toNpu/FucLctXQ6/Uwm818zbu7u/D7/bhy5Qo8Hg9EUfyNM4nPAeLz8bGjXq8fYbqAn2vUqBSmUqmeOQPtdru4efPmETZmcnISHo8HhUIBx44de+rvPXr0CDdu3ECj0cD8/DyDA4PB8MwAsdVqoVqtwmq1olgsIhwOcwNJtVp9qnapVCpx2eNpo1wuI5/Pw+fzIZ/Pw2w2o9/vo1arccYrCAKKxSImJiYwNTX1xAYCHAZqCpidTgeFQgFarZYDxtNGr9dDp9P5lWfA3W4XnU4Hd+7cQTweh8Vigc1mQ7PZhCiKMJlMvAG8+uqrHDSTySRWVlbQ7/dx6dIlCIKAeDwOvV6PZrOJXq+HZrPJz5lYqkaj8QRAXF9fh1KpxNbWFnq9HgqFAnq9HpfkotHoxwJEepYWiwUulwvhcBj3798/wiy1220u7RGgpD8PDgJqr776KjQaDXq9Hq5fv46zZ8/C4XAgGo3C7/ejWCzC5/NhZWUFqVQKhUIBarUa4+PjEEWRS3oU5CVJYvBLzz0WiyESicBms/F7UKlUWFpaQjKZhNvtxgsvvMDXRmDe6XRyaTMQCMBgMMBoNCIWi+HMmTMf97rR7XZx7949JJNJSJLE17OysoJ4PA4AEASBgSL9tyAIOHny5BNsabvdhlqthsViQbPZxLe//W1otVqcPHkSFosFqVQKGo0GFosFgUAA09PTvB4eP34MQRBw7do1eDyep17vysoKMpkMRkdHcerUKQCHc8hisUCj0SAQCECtVj8BbJeWlrC9vY25uTkGWO12G/Pz8/D7/SiXyxAEAWq1Gr1eD0ajkT/DZDLB4XCgUChAFEXY7XZYrVa43W7Mzs5ieXmZ51MymYTT6YRKpYJcLke5XOZnSsC3WCyiVquh3+8jn88jEong2LFjzI51Oh3+e5vNhhMnTqDZbGJ9fR3vvfcePv3pTz81XkWj0afKV4BDIHbp0iUAh4mbyWTC1atX8c477zxzcrq/v8/xlhLIa9euIZ/Pw2KxIJfLYXNzE7lcjn/H6XRidHT0ic8iKYJGo4FGo8G5c+c4qRobG0O73eY9BjisyqyurqLT6eALX/gCGo0G7t+/z0lfu93G9evXIZPJ8Prrr/Pv0Zo+d+4czGYzyuUyZDIZZDIZ6vX6kSQonU6j3W6j2+3C4/FwbI1EIlhbW8P09DROnjwJQRBQrVZhMBg+NpkJhULQ6/UYGhp6aqLVarXwk5/8BFqtFtvb2zxXCoUCQqEQ+v0+VldXUalUsLe3h0uXLsHtdj/Tu/pVjOcA8fn4yJFKpbC4uPjUnwmCAKvVimq1itXVVbz33nu4cOECLl68iI/r+KaMb3R0FIFAAP1+nxdlIpHgjHpwEEMTjUaxu7sLQRAwOTmJhw8fclZ9//59KBQKjI+Pw+VycXAZXEzUPez1ejnTpVGtVqHVarG6usqBa2JiAj6fD51O5wkGpFwuo1Qq4Wc/+xlEUUQ0GmX26J133oHD4cDQ0BDW1tbQ7Xa5e1oURdRqtSd0Smq1mgPvT37yE6ysrEAQBFy4cAEajQZXr17lrJnG7u4u4vE4Pv/5z3/k8/5lRrfbRavVYoBrNBrRaDQgiiK63S4sFgtOnz6NjY0NDpIEJlZWViBJErLZLIaGhrC8vMxgsdfrod/vc3ZPwbfRaDD7BRwGzV6vh/39fcjlcly5cgWtVgtarRYejwcrKyuIxWIQRREPHjyA2WzGyZMnj9wDbXhqtZqZoA9bVSkUCkxOTuL999/nZz/ILhUKBWxtbUGn00GlUmF7e5tZhH6/j7m5OQZyBDR8Ph+2trZgsVjgcDiQy+VQqVSQTqexu7sLlUqFz372s1Cr1VhZWUEikYBSqYQgCIhGo4jH45DJZDCZTNja2oLVaoXH42GgnM/nMTk5ySz04H3S6PV6UKlUsFgs3LH/cfrLVCrFYKXVaqFSqSAcDiMSiTB493q92N/fP/Le8vk8kskk3njjDdhsNkiShHq9jmKxyBtnpVLhz7116xZKpRKsVisEQcDQ0BByuRyzYv1+H8FgkK/lq1/96hPX2u/3kUgkeI7RaDQasNvtmJ+fRy6Xw8bGBv8sk8ng4OCAwd3o6CjUajV3jgKH7FS5XEa1WuXY8GHm9YUXXoAoirh16xaGh4ePAG+dTodSqQStVou33noLlUoFo6OjuHTpEsetdDoNs9mMSqWCarUKr9eLL33pS/D7/Ugmk4hEIjCZTAyiaX5TAmaz2aBSqdBsNjlGfXiUy2UolUpcvnz5yN8HAgGkUim0Wi1oNBpuDCGd5Ud93uAgCYJSqYQkSVhaWkK73YbBYMD6+jrMZjMikQizncAhQKpUKjhz5gyOHz8OnU4HpVIJo9F4BCBSot5sNnH69GlcvHgR0Wj0SBd8oVBAIpHgNXPixAkAgN/vh16vh81m41I+6SHr9To++OAD+P1+GAwGXLhwAbFYDAqFAmazGZIkIZVKIRKJwGw2Y29vjxlvSiQikQhSqRQ2Njbw6NEjTExMQC6Xw2634/Tp0x+pG6/VamynRnrSD49qtYpmswlBEPBv//ZvvD8YDAa0Wi2YTCakUimOS4lE4jlAfD7+awzKqM+fP49sNnuE9fN6vXC73cycZLNZVCoVLC0tIZVKweVy4ezZs08wb7Sheb1exGIxVKtV1oUAh5vVxMQEJEliQHHr1i1873vfY91esVhEPp+HTCaD0WjE+vo6jh07hnA4jPHxcXz6059GIBDAj370I+h0Om4MOXnyJMxmMxwOBxqNBsrlMsbGxlCtVhGJRBAKhVCr1eB0OlGtVrG7u8tgJhqNYnp6GqVSCf1+H++++y7i8TjW19dx8uRJZLNZrK+vc/NMMBjE/fv3odfreeOgTLpYLMLv92NjYwPBYBCSJEGj0bB+JxAIwGq1Qi6XQ6VSoV6v4wc/+AFEUcRnPvMZ0JGP6XQanU7nPwUAg0MURezt7XEpxuv1PtGt2el00Gw2kc/n0el0IJPJUKlUMD09DVEUuQQHHG7Me3t7WFxcxNzcHM6dO4dYLIZMJgO32w2FQoFEIsFMqFKpRKPRgMlkOgIQBwd9dqFQgNlshslk4iTipZdeQjQaRbFYxOrqKjfBzM7OHmEHKXF56aWXGKw7nc4jz6ndbuODDz5At9vl76R5mEwmcfPmTRiNRi43Xr9+nTWGTqeTQW2j0WCWoNlsot1uY3h4GDKZDJFIBKurq7h37x7P53w+D0EQsLOzA4/Hg1dffRVzc3N4/PgxxsbGcO3aNRSLRfzTP/0TkskkisUiAoEAdDodGo0Gbt++jTfeeAMKhYIZxEFGutvtQqVSQalUot/vo9frPTE/aC0rlUr+b1EUeV2sra3h8ePHcDqdUCqVDA5dLhdarRbcbjfkcjmCwSBu3ryJ1157Dfl8Hjs7O3zi1E9+8hO0Wi0cP34cHo8HqVQKkiThc5/7HAKBANrtNubm5uB0OnHt2jXW6N66dQv37t3D+fPncfr0Ubk4aQM1Gg3HEkmSOIHQaDR47bXXjsSqR48ewe12o9vtMjjTaDTodrvI5XIol8toNBrw+/3I5XKoVqv8bPv9PjNECoUC3W4X3W73CdZep9Oh2+3iwoULiMfjKJVKDJqy2SyCwSAEQYDdbmem1m63w+12o1Qq4dy5c9jb20MgEMClS5egVCohl8vR7XZhNBoxNzeHaDSKSqWCXC73VKYbOGS7tVrtEwmoy+XCnTt3oNPpMDU1hbt37+IP/uAPABwm+/8ZgyhJEtbX1xEMBjE7Owuz2Qy32421tTX8+Mc/hiAIGBsbg91ux/T0NK5du4ZQKIStrS0sLy/j1q1b0Ol08Hq92Nvbg9vtxu/93u8xWxaPxzE0NMR6O7vdjlqtxvpLjUbDyVkymcT29jacTie/k/X1dWQyGdhsNthsNmQyGYyMjCCZTCKXyzFbuLq6ina7DZfLxWsnGAwinU7jxo0b0Ov1CAQCaDQaWFlZgdfrxdzcHHq9Hmq1GkZHR9Hr9dDr9ZDNZhGNRp9IJFQqFfR6PWq1GhKJBGw220d6glIC98orryCRSKBUKmF7exvRaBRqtRqzs7Ncedrb22OZ1W+q8ew5QHw+PnLUajXWgaysrBz5WafTgdvtRrPZhN1uh8ViwdDQEFqtFpaXlxn0bW1tQSaTYXZ2FiqVigP3zs4O9vb2oNFoWLPX6/VQKpXg9/tx69YtrK2twW63s4bE4XBAJpOhXC6jWCzCbrcjlUqh2Wxie3sboVAIpVIJhUIBGo0G1WoV4+PjGB8fx97eHvL5PBqNBuuB6LoKhQI++OADnDx5EhcvXoTL5WLRdbFYhCiKWFxc5K46KqWSqJgyYp1Oh4mJCeRyOTx8+BByuRxqtRr1eh3lchntdpsZi4WFhSM6mXQ6jVgshlu3bqHdbuPYsWOIxWIwGAzw+/24ceMGlyo//elPw+fz4fr16zCbzfjUpz6Ffr+P27dv88YhCAKOHTv2hBYrk8mwno4CHZW1UqkUfD4fgMNSXygUglwuRyQSQTweh8lkQrfbhd/vx/7+PpLJJNrtNlZXV1ljaDAYUCwWkUgkMDIygtHRUVQqFcTjcSiVSqjVam7msFgsUKlUaDQaqFQqDFSJaa1Wq3A4HDAYDIjH45ibm8Po6ChcLhdCoRAH30KhgHA4DI/HA5VKBZVKxc0t9Bl37txBu93GF77wBYiiiGw2i1wuh3A4jFKpBL1ez4xDvV5HMBhEJpNhPZ1Op0O9Xkc+n4ff78exY8cwPT2NqakpNBoN6HQ63ih8Ph8ePHgAp9OJeDzOn/Xaa68hEonA5XKhVCphdHQU09PTSKVSmJubQ7vdhlarhUKhwNDQEM6fPw+bzQaPxwNJkjA3N4fl5WXU63X4fD5Eo1F4PB7IZDIGx0tLS1hYWIBGo0GpVMKJEydYiiCKIpde19bWUCwWMT4+jrW1Ndy+fRu1Wg0KhYJlE8ViEQqFAvV6HYFAAF6vFyqVCoIg4Ktf/SpEUcQ777yD5eVlhEIh2O12jIyMQKPRYH19nYHw2NgYM2cqlQo2mw3tdpvn29mzZxGPx7G7u4tUKgWFQoFgMIg333wTf/3Xf30E+FPJkTSs9Czi8TiMRiPkcjkEQWAACxzKRGQyGe7evYtsNssdz2azGfV6HQsLC7Db7Zy4UMwhRlQQBC5hZzIZhMNhOJ1OTE9PI5PJoN/vM0APBoPctEJldZ/Ph0ajAaVSiXA4jHK5jHq9jlgsBo1GA4fDAa/Xi1QqhaWlJTgcDrY6IqmKUqnE+Pg4fD4f7t27hytXrjy1bEvz+cqVK0cqHlarFa1WC5lMBpIkod/vw+fzodlsYnV1FcePH8cLL7wASZKQSCTQarVgs9mwt7cHuVyOmZkZ7OzsoFKpoF6vQ61WY2pqCn6/H41GA9euXcPnPvc5vPnmm6x/DIVCrPkDDuUeo6Oj2NnZwf3795FOp3H8+HG0Wi3Mzs5iamoKkiTxv6cE7ObNm5icnES/38fw8DCq1SoCgQBmZ2fhdrshk8mQSqWQTqcxOjqKK1eucHWIKktzc3O4ePEi7ty5w1rk/f19KBQKqFQq1odrNBpuDMnlcojFYnj11Vdhs9lQLBZZItLr9biR6MPNhZ1OBzabDcFgEG+99RbsdjtefPFFWK3WJ+QY6XSa3RzK5TJ/j8fjgdfrZYmC0WjkeFKtVmEymVAoFDgx8vl8uHz58q9co/gcID4fHzmI6qby2+XLl2E2m+H3+/HgwQMUi0XE43GcOHEC/X4f2WwWL774Imdyw8PDeP/99xGLxbi0nEwmefHl83m0222YzWYWeR8cHEClUqHT6fD/SqUS61So66/b7UKj0TBjt7W1hUgkwiCMsuKZmRkOrltbW7Db7bDb7dyxWi6Xufwrl8uh0+lY0GyxWLC1tYVWq4V2u410Og2TyYSNjQ00Gg18+ctfZnaAtFPLy8tIJpPI5/PQ6/UwGo2cFXc6HayuriIajUIul+Py5cv4/Oc/j3w+j62tLcTjcb4GKhMuLS3h8ePHqNVqEEURy8vLODg4gN/v52tKp9PQ6/Xo9XoYGxvjMgFA8ukAACAASURBVEyv13sCIKZSKWSzWZw5cwa7u7vcbQ0cbr6VSgWlUgmlUgnpdBpOpxOPHz9Gq9VCPB7nk2GUSiXS6TQWFxeZNet2u3jxxRcZrFMJj4Cw0WhEtVrF3/zN38Dj8eCLX/wi/H4/Hj9+DJlMhi996Us4fvw4arUaaxYbjQZCoRAajQa8Xi8EQWCm6Ny5c/B6vbh9+zZ2d3fZd/LYsWPY3t6GTCbjhIQYkgcPHqBer6PdbiOfzyMYDDIQMhqNUCgUGB4ehslkQqvVYhBFoLfX62Fvbw9WqxVbW1swGo1Ip9NoNBqo1WqQJAmhUAgLCwv4sz/7MySTSWxtbUEURX5fnU4HDocDV65c4eBOZf3B7mGLxcIlWZVKhcnJSQSDQeRyOQb5hUKBwUksFsP6+jpEUYRWq0U8HketVkMmk8HDhw8hSRIkScLp06dRqVSwvLyMWq2GjY0NxONx5HI5dDodBINBZhbNZjOSySSz/eFwGBMTE4jFYqzDog13a2uLbToKhQL29vZ4Q89kMhgfH0ckEsHDhw8RCAT4WdRqNSwsLKBer8Nut+PUqVPY3t5GKpViJojG+vo60uk0ZDIZgsEggsEgNjY20O12IYoia/1+8IMfYGpqipOuSCSCdDoNi8WCWq2GkZERqFQq7O/vo9vt4tKlS7zulEolRFFEPB7H/v4++3h6vV5Uq1Vks1mEQiEYDAZsbm5id3cXVqsVnU4Hi4uLCAaDGBsbQ6FQwDe/+U2Ew2EUi0XMz8+j3W5zspHNZjlp1Wq1mJ2dxerqKtbX1xGPx9nZgPRvkUgE5XIZOzs7+Id/+Ad87Wtfw+TkJN+zyWTiEvPCwgKuXbvGTJPBYECv10M6nUa320W9Xkcmk2E7rlQqhWg0inv37uHmzZuoVquYnZ3FSy+9xAnuxsYGnE4nzp07h4mJCdy4cQOFQgEOh4Obg9bX19Hv9zE6OopQKMQuDpQQTExMcGxrNBo4ODiARqPBV77yFQbjlJQYjUZMTEzgRz/6EeLxOERRhEKhwKVLl/Dee+/h7t27+MM//EOucBAwHRsbQzAYxPj4OGsA7XY7nE4n2u02VwTq9TrvNy+88AKuXbuG3d1deL1eeDweJBIJrK+vw+/3Q6lUIpPJQK1WQyaTIRAIsIxgdHQUVqsVSqUSkUgECwsLiEQiTC4QGN/f30c8Hkc+n8cXv/hFXrMkgwGAoaEhjI2NYWxsDBaLBY8ePUIgEMDQ0BBisRhqtRqy2SxMJhN2d3dZRrW7u4tjx45x2V+SJExNTX0yAIDnAPH5+IghSRJqtRqGhoaOWJUolUrY7XZuypAkCeVyGdFoFMlkEuVyGVtbW5DL5bh48SJKpRIEQUCn08HGxgZ2d3fR6XTYCNbn86HdbrP1QLvdhsPh4A2bWBnKgC0WC/L5PHK5HNRqNQ4ODiCXyyGXy1mDQuVug8EAhUKBUqnEmkHaUBOJBAwGA+7fv49er4d6vY5QKMTsRafTYT0kOdwLgoCZmRmsra2h0+lgd3eXLSmKxSJGR0cxNjYGmUzGG0qlUkG328XIyAgEQUCpVEIoFILFYkEsFsPe3h7K5TJyuRx2dnZgt9shl8s5cBF4oG7DVquFiYkJFq/3ej3s7u5iZmYGgiAcKT/t7++z5ojeKZVT3nrrLS6bXLt2DQC4zEZi/kqlwjoxt9uNL3/5y/jmN7/J90SBnMonPp8PJpOJO0orlQqL7UdHR6HT6RCPx5FMJrGxsYHt7W1kMhneILe2tnD8+HEYDAbs7u5yQHY4HEdKau12G6VSiTfGF154AcViEeVymQHg3t4ei/ozmQyKxSKsViuX+0mrptPpEAqFoFQqMTo6inw+j6WlJVSrVbz//vvIZrOQy+X8TqnERPqku3fv4t69exAEAQaDARaLhcvoXq8XgUAAtVoNxWIRP/3pT3Hy5ElmS7VaLaxWKwqFAm7fvo2HDx9yKZhkEfV6HYVCgcv66XQa+Xweu7u7aDQamJychMViweLiIm7duoVGo4FcLsfMZavVQr1ex+LiIgRBYO8+SgKcTicmJyeRz+ehUql4/ni9Xi7JptNpBuu0hr7+9a8DAJfNyYOw2+1ie3sbhUKB75NKz36/H9FoFDKZDD6fj9konU7HDKMgCAzqo9Eo/vZv/xavvPIKwuEwXn/9dayursLhcDDACoVCyGQyaLVaeOWVV/DCCy+g2+1ieXkZ/X4flUqFkxSNRoOpqSlmXs+fP8/avIODA2SzWdTrdUxMTKBSqUCpVOIb3/gGdnZ24HK5YDAYMDU1BaPRiOXlZdy+fRvtdpsTkXg8zixdq9VCNpvlWHHixAlcuXKFtcoqlQp+vx8ulwv7+/vI5/M4duwYer0e5HI5zGYzgzulUomJiQncv38f+Xwe5XIZS0tL+N73voeXX34Zi4uLkMlkePnll7GzswOFQoHl5WV0Oh288sor0Ov1aLfbMBqNyGazCIfDaLVaLPPJ5XJs0bOzs8PscaVSwRtvvIG33nqLO60TiQQ8Hg9u3bqFeDzOjVRra2vMzpJ2d2NjA3fu3MH9+/fR7/c5OSeSQK/XQ6/Xo9VqcZMUNXddv34dBoMBVquVGV1iVE+dOoVKpcIaV0mSsL+/z3GH/E/p/ujYx7fffptBpslkQjAYRCQSgVwuh9vthiAIrAOVyWQIhUJIJpP4wQ9+gGKxyE4FJE8YHR3lZI2YwVwuh2g0ynp6t9uNqakpHBwc4MaNGxBFEXK5HK+//jqq1Sp++MMfQqVSYWFhAc1mE06nEyaTCRcvXoRMJsOtW7fQ7XaxtLQEuVyOQCCA4eFhjI6OspaSmPHt7W1mwwF8IsN4Gs8B4vPx1EFNCQaDgdm27e1tjIyMwGg0sp5IoVDA7/djYmICWq0Wo6OjqFarODg44CBOYGpxcRGtVos3I71ezxS9Wq1mcXG73Wa2IRQKMaDsdDqwWCzIZrNIJBJ8yoZCoUCr1eIgtL+/z1l9oVDA5uYmqtUq8vk8dDodgwi9Xn9ks9RqtWg2mygUCkilUrxxkCVEqVTiDLDb7WJtbQ1qtRrhcBhGoxF//Md/jLm5OfzVX/0VVCoV5ubmEA6HuVQpCAIcDgeXmff39zE0NARRFDE1NYX19XXcvXsXs7OzcLlcGB4exurqKnK5HGw2G8LhMJrNJpcPPR4Pa1YqlQqXyS5cuACfz8dMDQH7x48fo1QqodPp4OzZs1haWoLf78e7777L2jHaLGhzl8lkkCQJ7XYb+/v7EEUR9XqdQUQ2m+VrKhaL2NzcZBE7cAjsTSYTTCYTgwBJkuByuWCxWKDX65HJZLiRgDSg9XqdZQqkubl+/Tr0ej0ikQiy2SxrxgqFAmfezWYTmUwGDocDgUCAGY0HDx5gZmYGY2NjyGQyuHnzJux2O7xeLzNPtEHJ5XJks1lks1nOxsk4OR6Pw+PxwGQy4cSJE9yxmslkcPv2bWZo8/k8/uRP/gRXr16FTqfjZozp6WmYzWa4XC40Gg1u8Ll//z4ODg4gk8ngcrmQyWQQCARgNBpx/Phx2O12ZmtbrRbrMHO5HLxeL5fFXn/9dbz99ttoNpuQy+UwGo0s/ygUClhdXUUgEGC2jpKGUqnEzSEmkwm5XA6jo6PodrtwuVzQaDSYmJjA6uoqtFotTp06hWAwiHa7zT50xPSXSiX0ej3IZDJkMhk8evQI4+PjePXVV49ICtrtNur1Ovr9Pmw2G+RyOVKpFP75n/8Z6XSaOzxLpRLW1tawsLCAaDSKP/qjP8Jrr72GcDgMANxd7/f7EQgEOHFVKBTcEEaaQrVajfn5efT7feRyOTQaDdhsNni9XmbUQqEQer0ehoeH+XdGRkYQi8WYofF6vYjH47BarTh//jyuX7/OumjqZp6YmEA+n2dLHEmSkE6nodFoIIoi9Ho967wp7pXLZXz7299GpVJBNBqFJEnc/EQNQB6PB2q1GsFgEKurqwiFQjh58iSSyST8fj+OHz+OarWKf/3Xf8X29ja+8pWvQKlUsoZ6b28PDocDmUwGe3t7nEARE9jr9Ri40Tyq1Wrw+XxQKpXI5/OsKdzd3YVGo4EkSRgaGmLANT4+jkKhwJUjIhz8fj8nBiaTCXNzc9wkQs1SxWKRS7hra2v4zGc+g0qlwkkK7Rm1Wg3vvvsuIpEIN65Q44vb7YZGo2FAl8vlcPfuXTgcDhiNRhiNRpRKJVSrVbRaLSSTSXz3u9+FTCbD3NwcfD4f/H4/N/LEYjGu1Oj1esjlcrbnIQ2kx+PBqVOn4PP58PjxYyYnKGne2tqCSqVCrVbD17/+dRSLRcRiMXi9Xty9exfj4+NIJBI8V+VyOTdfdTodxONxpFIpbG9vo1gsYmNjA3q9Hn6/H6VSiWOfxWLB3bt3n/Bt/WXGc4D4fDx1UEap1+uxsbHBGdTk5CRmZmYgiiIEQcDe3h4KhQLOnj3L4lqZTIZkMol4PI5sNotWq8WedqOjo6z/ImAIgKl7aowol8vIZrMM2jqdDnsMUrluamoKp0+f5sWXy+Xg8Xggl8u5XPEv//IvXPqrVCpc8qrX61AoFBgbG0OpVOIyN4mAY7EYut0uSqUSRFHkQJBOp1Gr1diSRKFQoFqtYnh4GJ/97GfxwQcfcOAnk9t+v8+bIn2n1WrF8PAwXnrpJSQSCUxMTHDZlrpVqVSXy+Vgt9tZCE8WFaRl297exv7+Pl588UXWeB0cHDBTODQ0BK/Xi3a7zaLvcrmMWCyGVquFH/3oR4hEImy5otPp+B7L5TKazSbK5TLee+89KBQKtNttvmcqlxkMBmbOCFQpFApOMOx2O/L5PGu/zpw5A6vVioWFBbRaLWZ4SM9FYIV86UjM/vDhQ6yurnJHKgFRSZJw7tw5ZLNZpFIpBt6dTgf/8R//gcXFRayuruL1119nr7pwOMwsbqPRgMfj4Uaira0tAIfl6pGREWxtbfG8FUUR3//+91GtVplhr9VqXIbL5XJwuVzciCFJEpLJJLRaLd59912cPHkSMpkMjUaD10w2m4VCoYBarYbP5+MSrVwuRzQaxdTUFE6dOoWTJ09idXWVS8CRSATJZBJLS0s4deoUbt++jfv378NutyMcDsNisWBycpI7sY1GI7RaLWq1Gvtbdjod7jIn+QDpU61WK2w2G6xWK9u5SJLEYGFiYgLVahX7+/tcvhNFkXWbwKHNSSKRwPe//30YjUbU63UGkyaTCXK5nBn6XC7H1QGVSsVxp1arYWlpCYIgYGFhATKZjHWTlISGQiF85zvfQb1eR61WQ7VaZc0WJRy1Wg1TU1P83HQ6Hebn5/G1r30Nf/EXf4Fqtcod+oFAABaLhR0G6DPT6TRyuRxmZmYwOjqKEydOsFWJ3W7ncjzNX/pfPp9nNrrdbrMtjFarZWnI+vo65HI5tFotz9OVlRVks1lkMhmUSiUYjUa43W44nU74fD6uSpTLZWbAms0misUi9Ho9CoUC6zM3Nzdx584dDA8PQ6FQQK/X4/Tp0wiHw9BoNFhaWmLQUiwW8eabb2Jqagrb29uoVqvMskUiEbjdbm5YMpvNGBsbw87ODv9coVBwPKb4S++eKh//+I//iF6vB5vNhsuXL0OhULAH6vXr11Eul9mQnHTvBoOBY/rNmzdRLBahVqsxPDyMcrmMU6dOcVwkL1q5XM5z2mAwQCaTsbdguVzGzMwM2u029Ho9Njc3sbOzg2aziatXr8LpdHLly2QycdxJJBIQRREHBwfY3d3FyMgIdnd3cfPmTbZUK5VKiEaj7MzQ6XSQTqdRLBYZfJP+2GQycWyPxWJ8eo5Go0E2m4XP50MqleKGwUgkwpWlcDiMQqGA2dlZVCqVp1qH/TLjOUB8Pp4YP/3pT3Hv3j0oFApcuHAB9+/fRzabhcvl4rKTTqfj0xq0Wi2+973vIRKJsI9Yv99n82e73Y54PM66D+riUyqVGBsb4y4zhUIBnU4HmUzGTBdle+S632w2oVQqcXBwgM3NTRw7dgx2u50X1d7eHorFImfkdFqBJEm8SWazWba1mZiYwA9/+EMkEgnE43HepKnsKQgCVCoVhoeHAYAZtE6ng263y+yEx+PB+vo6rl+/ju3tbS45EaugUqnQ7/dhNBoxPDzMZR+z2cwLn9hM0sjYbDa0Wi1ugKEgS9lyMpkEcGjR0W63uQNzZWUFDoeDy4urq6vc3EHWJVTq7Xa7SCQS7NVIZV3K+BUKBTO7jx494jKxQqFAo9FAMplEs9lErVZjdpSaNqampuByubC4uIh8Pg+j0Qiz2czavu3tbWxubsJms0Gr1SKTyXAWfu/ePd5MaGg0GiiVSiwtLUGlUjF49Hg8yOVyyGQy6Ha7aDQabOURjUYZ5FMTFGkVDw4OOAkqlUrY3NyEwWCAwWDAwcEBgEMjZbpe0gmm02msrq5ic3OTu5J7vR7P0V6vh8uXLyORSDAjqdVq2Ufv0aNHaLfbDNDJL5HAGEkKqNxOnnk//OEPUSqV2MKp1+uh3W4zk0xALZlMwmKxsC0Jeb6RRONTn/oUfvzjH8NsNmN4eBhLS0uo1WrctVuv1+FwOJBKpZDP5zE1NcUM07lz57C5uYmlpSVmUo1GI5eURVFkLaVcLuc1TRpBo9EIh8OBarV6JI6QvQ/JVNRqNVcV6B4ajQZ73i0sLCAcDnMDSbPZxNraGncHkx9iuVyGTqfj97eyssKnVJBko1gs4sGDB0in08hms3wdVE6n5qVGo8Ed1GNjY6xTfOedd7gkS+y71WpFu93msvnOzg7rD8kM/OrVq1hfX4cgCCgUClhfX+cGBzJM1+l0rI0d1K8GAgHE43EGKTKZjBu6qMt4ZWUF5XIZoVCInwHZURkMBl6LBK739vZYS0ym02trawAObXLIwYGePelHFQoFs/+9Xg/RaBQLCwssLxkEyxRbqEub1mUsFmN9+cbGBpRKJUKhECRJQrVahVKp5OSamomcTidSqRTq9Tpb1pD5PfkwkhclNeWRfZfX6+WmP+BQHkPnbxuNRkxPT3PHeCKR4PvU6XQsiSoUCpifn+eEgdwpcrkcS5OMRiOsViu2t7f5fgVBwPDwMHu6UoWE2PdsNouHDx9yFe+DDz5gKRaxisChntzj8fB+lE6nIZfL0Wq1MDY2hi9/+cv48z//80+EBZ4DxP8fDgIatDhoctKiJeEslVGotEEb061btyAIApRKJVKpFHcDZjIZ9nQjPzEqrVKgpCBC7IHD4eCMmwyZI5EIALClBC0g8kwkMJBKpbC/vw+73Y5gMMhauFarxc0M+XwearUaZrMZOp0Oo6Oj8Pv93F389a9/nT3SyP6AvksURQ4w1MjSarW4yYU0k/V6nY2Y7969y92ob7/9NjNhVAYzGo1snRGPx5FOp/l0gGw2i1KpxM0H5BWmUCggk8mY5SQLmV6vB4/Hg6WlJRQKBWQyGXi9XgSDQQbher0ee3t76Pf7iMViyGazGB4e5hI9BRWHw8H3SvpQOrGG3iEJn8n82+/38zOhRg3qRCaTb0EQ4PF4sLm5yWxkOp3mAEuat+HhYS7hLC4u4uDgAAcHB4jH42i32/ydH3zwAXq9Hubn5zE2NsaNUfF4HDdu3GA2LJFIMBAkDSz9fTQahUqlYpmEw+FgjSoJz4lRe/z4MTQaDer1Ossims0mut0uqtUqVCoV6xPJ75K694kBoqTAYDDg9OnTSCaTUKvVzAAAh1o+8pBTKBR8OgqV+QZ1v4VCgZk+0lS5XC7eTKncp9FouAHKZDIhk8nAbrdjeXkZ6XSa2RnS3pImtVgsMgNL9ialUonjQigUYp1nsVjEmTNnuJxYrVZhs9lYHmAwGPi+aE1RUkIuCQSgyZaHmF+6t0qlwiVP0hWTh6per8f4+DgqlQqXF4mtJmkHWSVlMhm2byJtokqlQqlUwu3bt7l68fDhQwZ87XYbVquV5ShkEG42mxGPx+F2u5HNZmGz2bjqQe+TZB9U8TAajbDZbNjf3z9ilVStVlnWUiwWuVObfofWMXXok7yAwLhSqUS5XGZtIT2ver2OeDyOv/zLv8TY2BjbrpD1UafTQSAQwP7+PusdqcFLkiSOkZubmxwnqKuW2GKy/CFtM60LWmO0fimGU8e9wWDA8PAwXnnlFWZ64/E4Go3GkUYh6iqmZCGfzzOYpLIzJe3UmEgaULKXIauz4eFhLv+TZy7F/lwux9UR6iAmmYPZbGaQS8kwlZWp8UatVqNUKkGpVLIUShAEBAIB3m+npqb4zHaSC3U6Hfz7v/87rFYrrw2aQ6Ojo7DZbPD5fNx81Ol0WB9L0hin04lms8l7bqVSYa/GTzqeA8Tf4VGpVI6cBgAcgsPV1VU+IQE4NK+ORCJ48cUXMT8/j0gkAq1WyyanFCB0Oh1PRLK0AcAbPB1pRsCJRPakFaRNetDqYnl5mTV+zWYTqVSKGxJo4dNEp4BFLKJSqWQ9iM1mg1qtRrPZPFKuHiwxED1PAIUMrqlMSaWgwcVK3aPUiUjloXK5zICg2WwiGAzixo0bSKfT7GFIm7tGo4FMJoNGo2F9mVqtRj6fx+LiIpfliZVUqVTQarWstSEzcLJ7IXBKgEyv1/O9AmBAmUqlkMvleHMnayA6xoo2dGLRiMUlDz36PHr+oiji+PHjWF1dZfCuUCj4+yRJYlaiUCjgwYMHGB8f5+MR/X4/zzeaI1RaJDPuVCrF3evkdUfsi9vtZgCzsbGBnZ0dGI1GqNVqvPzyy6zLIvaWgic12shkMvZTtFgszEaR9QuB8MnJSQbF9K4lSeJSKD0L8tOrVqusuaNnRZIK0mOR/pIsbWhuG41GuFwubG5uotVq4eDgADqdDq1WizeGXC7HpWYqvVJ5ikzkybuTus/39/f51Bdivfr9PmtrqXuVLKnIsmowESuXy3A6newXF41GoVAoeP2JoohMJsMnZxBLKAgCs1qUmJw9e5alJgTEyQiYulo1Gg03EAiCwMwjgSRyPshkMkgmk6hWq+h2uzhz5gwMBgP0ej3UajVOnjyJhw8fYm9vj8EG3Rc1VdCc7Pf72N/fZ3/EVquFUCiEQqGAfr/Pa4ISM7o3Ys9SqRSmp6fxyiuvMOs2NDTEut9cLsdsot1u5+pKt9tFsVhEOp1mYEQmycQiarVauN1uPh4wmUyy1prWniAIqNfr7IxQr9fx6NEj6PV67O/v8/1tbGzwHKdEORAIIBaL4fjx46jX61AqlewQQVIX0hu3Wi3upq/VamwUfXBwwJ3zg0b45FlL2l1aG1QVoTnc7Xbhdrvx+uuv4xvf+AZyuRw/Y7J7oooFNS5Wq1VMT0/D6XSiUCjg/fff53I5McrEKgI/P8/d4XDAYrFwV/69e/dw//59bqajLn8CuTTPSEZE10QxkhJjcg0g8/VWq4VEIsHxi2yPrFYrhoaGeF46HA52R+j3+1Cr1fzsut0uwuEwN+Lp9XpMTEygUChwQkVrn6oM5HdKydrbb7/9iTHEc4D4OzYkSeLD32/cuAGPx8PGygBYSzMzM8PdYd/5znewv78Pv9+Py5cvw+/3sxHqO++8w0JkKmURqxSNRvkYNBLYU1ZuNpuPgAcCBNT2T3YGxHjQwhdFkUvBpIkiPRNl28TokSEzMW20ICnYEkilo7NIU0fBlYIY8PPjmAisUsCjEw8UCgVn0LVajQEqGa4KgoBYLIZer3fEeoJYWTpNYnFxkY9k63Q6/D6IKRRFEc1mE9FolFlHhULBzAJtatQ9TGwfAeNMJoP19XW+Z7VazWUkspuhUpVOp+OGG4PBwN2eer2enzMZllP2/v7776PRaHCCQOeI0gZPp1FQoNTpdHxMX6/Xg1ar5cyXPpdYRdpISMdIVjOkPaW/J3N1Yu/o6DYKktScQJ2O9H1ks1SpVJhVppMgKGunchuxAPTsqFOVOlCJ7aJnR0wxgCMnxRiNRrz44otsz7K2tsaegtVqFTKZDOPj4wyaq9UqM5vEeA0GfWIxSNfa7/eZqafjGomNpvVH+shGo8FaKIoVVN4e1IbR2iKmn4B8p9PB1NQUNBoNi/xrtRq2t7e5O5OYFLp/mrNkJQSA1z8x9CqViueZXq+HyWRCqVRiYF8ul+FwOKDVatmHk6oEZPiu1WphNBohiiKCwSCfUU16Ylq/VGqnSoZSqeT7I21fKBRiz1aKX5lMhsuM9D5oPtBGPzc3x0mBx+OB2Wxmm65BrRglc7dv34bb7cbe3h6SySQ7NVAJkcqJrVYLqVSKExVie8m3bzBZJWcBlUrFul7S1hEQAsDHQVIMJL9Q0sO22222XqHYQR6dxNBlMhm2zqHGGwI5JAciwEjxnuYsWWB997vfhUKhYGsYqmwRU0zxgkC5JEmcjCaTSZaJaLVaDA8Ps9SB5vGgVMbn87FlWb/fZ42f0WhkrTQBf0oOifmkOOv1ejn+kp8kOShQLKNYbrfbYTabOakMBoPsgUm2ZHQ0q81mw9WrV/Hqq6/iW9/6Fh48eMCeo3QgBAH2wXukRIus4QCwzOt5F/PzwaNer3NJZGNjg019a7UaLBYLB2fSQpHHHdlBUNBLJBJwOp2IxWIsmm40Gjh79ixmZ2eRSqUYDJAgnbJgKnMBYHBG1iL0Z8oq+/0+65SolEDlRvo9KglS8COrD8pGaaFSMKLD6MmXT6lUshG3Xq+Hy+Xio4vouqmcR6XsZrPJnbYUGA4ODtBqtdiyh05aUKvVrG8hhpC0jrSZ02kIgxsZbVxkyUAMHgVOOhmCAAfp+jqdDp+xS5uoxWKBVqvlEgmVzmjDJUBDpZ1yuczaJWK+iIka/G5Jkvgd0Hvp9XpsbUHZP+nWAHDQow2JNihiEaipYX9/H41Gg0+KITkD6ZVMJhPbFAmCwPdDGxl1lg4PDzMj9q1vfeuIxodOMqDnR2eKExuSSqV4oyHwQ+CU2DkCMcQ2EwtlMpm4BEdG6QQ46DNjsRizbOl0mnWt5LsZj8dRLpdRq9VYGkHsR7FYzzrZ/wAAIABJREFU5HlMTCqxczTvaG4SECd5gE6ngyiKSKVS/L4HbY6I2aSY0Ww2MTQ0dKSrmOY0gSpaC8SkAYeggQAdxY9Go3FkYx1MLgj0ZrNZZvhJ90qxifwUqRJQLBaZia/X69yJnclkOJaQbotABEldCFi0220GOHQvtObkcjkzj16vF1arFf1+H36/H3K5nEEPxYtWqwW1Wo0LFy5wYkJAlTrOadMOhUJwu918zSaTCePj41hdXUUikeBromSQpA2UlJDmmIDRIOChuTI5OYlWqwW5XM5laprftKaz2Sy/J5JNUIMdlZqJ0e12uygUCvzvBEHgWEDvl1hp6pBvt9v8bKlZpN1u83Oh76B7IZaRknyaK4OVFoVCgZGREcjlcjidTkQiEZ4vBLq3t7e5GYmulzTw9Dk0H6kTXyaT4eDggAmFbDbLekiPxwOFQsFOF/Pz8/wsiEgxGAzcJDk4H0mbSUkjgXiKuxSHDg4OEAgEuFzd7XZhMpk4iVMoFJiZmWGQSckhAUz6XCImyHidWGGaU3Qdv4rTVp4DxP+DBoEGmUzG2TRpYh4+fIhqtcpi97GxMd5EJiYmjpwXubS0hPX1dTx+/JhF1QS41tfXodVqWV9FYI46rKiBolKp8KZImygxMxqNBjabDRqNhrMd2tQ7nc6RTJQ2NToyicosxHhQqYqYPmKiKNCQvoyeC2VoVBKk31EoFLh8+TJb7RDook1WkiQ+63fw1JNWq8VnAlPQo8yROhPpz3SuJllhUKY6yMRRQKCgRmCUAh0A/jwKvATEOp0ORkZGuKyczWa59C+Tyfis1l6vh9nZWWxtbbGwmUzBqSxIbC4BCrKroXk2eAoDlTQIaBGzqdfrefPQ6/XweDzctU7vi977oGE1Ma5URlQoFLDZbEin0yxh6Pf7HLRpzpw/fx53795Fs9mEw+HA7Owsd1WS1sjlckGr1fKZr1qtlsE0sXwENGmzJWaCBPSiKLJVj8fjYTaR2PJBdqnb7fIJMbRWSHZALMzm5ib7J1IncblcZkar0+nAarVyEkTrnDSbrVaLN2oSylMXPjFOBCTpJAV6zqQjJBDpdrs5mQTA5XgCWIPlvUEmiIAvgUuakx6PB0NDQwgEAvyuiemn+d/r9VjnSPIJmgPUGUuOBoMNJZQM9vt91Go1aLVa9Pt99Pt9BipktkzJIt0vGWHTtdP1E8tJxukEIvV6PbrdLusQaXMnxpHWA3lrEoOq0WhQqVS4Q5fiKWkKX375ZW4+63Q62Nvb44MHCoUCd0YT8PB4PKhUKnC5XNzdS1Zbg+wZxTYCWDRH6Oc0f2gO0AkqxEjROpAkifWCVE4m9pEqJgQWSX9HyX2n02EwS/OQWEMCarRGKDkZHx9HrVbj8jR1oA8mhPV6HalUCmNjY9w0ptPpkE6nsb29zV6Q9Nmkn6dDCei6qRuewKBWq2X7MHIKIN0uxWaVSsU66sHGM/JKpPK6IAhIJpM8n+l9DO5z1IFMc9ZoNLJMiX5Oc6tcLuNnP/sZUqkU1tbWOAYQ0UBSF0pqBq3E5HI5LBYLz4V2u41CoYCdnZ1PjDmeA8T/4oMmaCAQ4OYNALh48SJ2dnY48NNJF3SeL53xq1ar8fjxYxaPe71erKys4ODggI1AAXAGSPYsoiiyaTP5d5FWptFo8AZBYI8yJ2LV6Lgm+jkFGeDnWkISFpPwn1gHWhDEUFIJirSDlJlSoKWgRxsqWaVQqbpcLrP+igI4BUkCuADYZJjKcLThE7ihZ0EbKHXdUXZLZUJiHqgsObjxEnAgFmMQpAxmfPT9dH/0/Z1OBwcHBwziiUEyGo28WRErMMjmDnbYDnoL0rUPguxBzRaV0gfLwVTKouzWYDBwggDgiIyAniW9V2JPAPCmS2f/0rXTfKGzeekzt7a2UC6XodfrAfy8VD74XdRlT5sTNTURo9LpdLjsT8frEYggOxNi0Ig1Ji0YNTzReyCQ/rS5QskaJU2kGaX7pY2EQCm9x1arhXK5zF3v9NkEYollpO8ffKfU/UybOs1RAsPkDkAlSdpMaM4CYEadwCBp00hD3Ov1+IQGOi3C4/Hw56jVapw5c4a7xQkME8Al8D64zgmI0qlN9G9p/dP7oHWgUqkwMjLCUgB6PsTU0DxVKpUMmNVqNSdndCoG2TfRehkETsPDw5wEC4LAMgnStw2y/YFAgBMeugbSpLlcLszNzWF3dxfZbJYTP+pwBnCk45wqDCRjoGSjXq9zokyJndFoZABPSTN1+5JsZbDBjyovpFWk5JwSvkEGj2L8oHaQ2GGK3QRMB5v66DkQw0hAlQZ1sJOvK4E7mrv0GYMG1/V6nZ0KEokEJx7EpNMzIIaSjqCj2EMNW4NJFz1Pem4kJaGYSYCdJAIUJ6gETs+X5qTZbOaTx2g+EnvZ7/eh0+kwPT3N9jyDa40AJFmNUZMSxcvBPZ7iGJWpKc4TiKVjaBuNBu7cufNx0OKZxu8kQBQE4f8C8P8AGJIkKfeUn/8xgP/7f//xf0qS9P/+Jq+PJtaz+BRtbW0hFAoBALxeLxwOB7a3txEMBlkLRsLh69evw+124+///u+xvLyMbDbL7f9nzpyByWRCMpnkc4Dz+TwUisOjxSjrp02RujyJdaKTKQY3Qdo0aNMl4EQnLhBDQEGeGE/qMCMWiywkBoEUbWIAuGGAsmMKSIMZFAAGMbSwaUFRsFhYWDhSSqXPokFsAgWND1P0BFYAMJNI2Tx1DQ7q5Wjx0+ZMjBmxJnT9Op2OwQD9OwItFGhkMtkRQELlBApG9XqdgwmVreg+6XlQlk16SGpecDqdDPx1Oh3rC4lJo+dIZVjarIvFIiRJgsFgYAsSjUbDQJqAG71nYgPpuqmESmwcPV/abGh+EnCjuajVavl8YHpXVF4mLZ1SqeTkYBCE0TtTKpV87q5SqeRzdn0+H0RR5PlINilkEE+aQ9qck8kkvzsqww6CfmKW6O8JrNO7oEYuEtzTcXfEENC7IpBN85neOwDePOg7AfDzpeSHwA89WwC8MQPgBhX6u8ESu9vt5hIkbZK0uRYKhSNMFW2o5D1I5fhBln3QG5Aa1gY7QEnLPMgWdrtdbmCjYzDpOVKFgJ47zXkCHMDhZuzxeGCxWLC/v88xk8rbtPbI0obYY2I+ab0OJoM0V7vdLrRaLYN5SpBmZmYYBBK41Gg00Gq1XKUYfC6D8YOeM2n9aA3RPZJMgXTApCulZJpiBjFiBLYHZSEU3+h66RkQqKHnSABdqVSyZIh0iBQLCYwPMtB0RCV1JgOH1izNZpM74KnRkBhWs9nMDTQE3Okdki8mrQWKJZ1OB81mk61taG7R75FmmapCVHGhd0XJPL1jYrDpTGiSRJDTAe1DNHeI3SYygzSI1Aw3aHM2+NxJ/0qsLa1b2ifp31Jjp8fjAQC2J6MYTZUBOvP5zTffRKvV4n//ScbvHEAUBMEL4PcAHHzEz20A/geASwAkAMuCIPxIkqTib+oaFxcX0ev18NnPfpYnS7vdxtbWFp+0QELq7e1t1tLt7u7i93//9+F2u7GysgKr1YpTp07BYDDg7/7u79gahOwW6DOoOQMAMpkMqtUqGz8D4MVFnWtE39OmKggClzgI4FEwtVqtnFURMKAAM1heoA2V9BNOp5PLOQTmBjNQujYA/NlkeTAIugbBIWWW9DuDZ/pSiZeABF3r4DUCYNBEzwA4ZLoG9TsEWkjnSJs5BVTSVdHf0eeKosgddXQNAJ6wkqFgCuBIoKeARZs9nVBCzA4xahRkqPxBGwDdC10/gVjqLCW2iEyUAXDgprIGGe6SJY9Wq2Vm7ODggN/LoASAngExO/RcAfD8mp+fRyaTYbshCoAEDgg4UAmdNlGaCwS8iS2mzYGSmMEGEtLs0Byh0xbIqofeC21CKpUK6XSa2R1aQ/S5tC4IVA1m+7Rh0+cQECb2kOQXBBhocyU2hP6f3juVmQiMUVcs3StpIgfvmVj6QV0bzTtaZ4Nrot/vs35rEDzQ/1NDD5Ukyc+RwA118VOn5eC6JAD7YXA0WKKjTlqaO5RIEAAnhnSQDSMJAM05cmkgsEtJRj6fZ00hcHjixqCe0WAw/H/svWtspOd15/l/i/eqYt0vvN+afXerW90tdZTYiR3bcuzAQjIxFgiSRYDswDvAfIg/7A6wk2+zwGYXu8B8WGAXiZMAsR2MgfWO147tOJJsteSLLKnvFzbJZpPFO1nF4qV4J4v17ofS7/ApumVLbsX2ZPwCDambZPF9n/d5zvmf//mfc3T9+nWrri0UCtaHUpKddd6LG2iGw2EDyp7n6VOf+pRee+01689JKy4aasME09EAAEda1Pd9C1Rce8ca5vN5W0su2lNxRrLZrI4fP27V6uwp1oQ1hS1kXwH6eDb2dV9fn00K4tk5T2RHuF/OGgDLDU7xRwBLzqIkKwBiffb29pTP5812IZuh8BE7RZDjguSDgwNLJbv756iNgk11tco8N0EAPgYGl2CFfcO6UXiF7OXg4MAKE91gmPdNwE/FPtIdwCzrAMnCv6Hrb2trUywWU6lU0rVr12z/tbW16Umv9wQQPc/7V5I+qCqw+r7v+1994jt4/6//KOnfSfraO3z9E5Je8n1/WZI8z3tJ0u9I+k//3DfGwbp7967K5bKlL1ZXV5VIJGwcUCQSsTTf1atXTWCMwY1GoxaJvfLKK3r99ddtIgVCbw4WzWhhAxOJhLq6utTU1GT93ubn5zU/P28HEPEvLXLQALnFIWh0cCIcaFI2R4EO0zAkWVNrQCTgy9VBcQFEMTQcKKJaDKhUy/CRWpJq2b5YLGZ0PC1ruF/ug79jNNF7ulVigGAYINJOsEQuCDp6DwAmijpwYi7YgC1Ch8deicfj2t7etqrWUCikcDisnZ2dmpQsvyccDhszgMYHkEFqj8reSqViQJ4UDK1wPM9Td3e3tre3rQcjBnljY8Pa9+DYcfjhcNgmAbhidRh0ZAZuaj8ajdZ8DgCYfUFVKN8P4+emyaVDx0kAgNOj4KBYLFqambYWOAfSbaTfh4eHDYQSQJCCB+hwflpaWqxvI83W3Qp+UnOuHpVAzgWDrJObiqpUKta3EQbCPTPsJTRirgOEHeM80t+RC8aYNeR35nI5uzf3vHOfFCxxnuirh03jfHJG3fZJ6EGbm5utGIXPotDIBSJIRSicAiAzAYnCKBwu95hKpdTe3q6HDx9aeyNGfnKWORcESUzPgIklU8Basx5uOp5ra2tL3/jGN2wUZFNTkzFctPZxq5wJDHgP3DssmXSYknQBhbu2fD+BJHud8+PaHvd8uqwpMgCK7jjjXV1dVtjmBrn7+9VpU6Sk3bXhd7hyHALh+vr6mjGX2Czs01GNarFYtNGQ2EaXJSQrh+7YTa+7IJ7xey5jHghUx1teunRJd+7cMUDpMraSbD0qlYrN0N7c3LTZyOzrxcVFm6hDlwj2DwG/++44B9hoCsYODg47FpTLZWu5w97nTORyOU1MTJhfJsB+9dVX9aTXuwaInuf9X5IGdQik/nvP8z7m+/6/feK7eJ8uz/NekDTr+/7to+lB5+qUNO38febtf/tnvTY3N/WjH/1IQ0NDun//vqLRqG7evKnNzU2r+uLP9PS0BgcHdfz4cU1OTupjH/uY8vm81tbWNDw8rPHxcT169Kgm9UKj6Xw+bxvKTRcxPm1nZ8emX7jpO5ydyxqw4d0Lw4XxwYGiIXzcxUHk5x8+fGhVrugIAWJugYN0mPZlpuxRAEnUye9xGTv+303BMfu0Uqkok8moUCjYocUQ84y0GcAQAr4AXBjfo88NYHH/3QWgiN8BF25aCtYJY0u0itEkTcH7raurs2psCoTYRy4jgUFdXl62Ag4AVLFYtGejshaw7joWDOTs7KyxRm4k7rJWMFmwc1T6YXQPDg5s5BX3QBW6O/0gGAwqEokYu40zdrWjOE33Xtz94AJuLpehqaurM/aD7yXS5x2wFqw7wAtW2/d9m44DM7O/v29sB7pUHMzu7q4WFhbsXo6mf2EiGhoadPbsWd29e7cG7LW0tNg5JL2Jk4HFgsEB+CWTSftsl8F29ygsJJ/B93HuCKxcFoR7BrQMDw8bwIPlYK+6gKy9vV3FYtFsx8rKigVhABd34obLfroBBO+moaFBwWBQfW/3i3Pnta+treny5ctmi0ZHR1UuV8eusQ+mp6dN10t63K0AZ91ZY+wD+8YNcHd3dzU2NmaFHR0dHba+TNfBViDDofKWfQYz19LSYsVsbobEtXsEmC7Ljg6VjAJnQZIFP6To2feNjY02Ix3JRqVSsUzW1NSU7QGelf3s+76113LtCoUmgEvOdVtbmzWMLxaLkmQZChqBA4JoB8Z+BEDxO8PhsKXS8We8Nxd47+7u2qQT2jXB4lKEQg9aCkrwcUjC8FW8O2QhBDqw5qFQSCsrKwbc0I0D+vgs7Nb29rbm5uZqMgc8H+y+m1bGhnNvR/0XWsYnud4Lg/hbkj7gv+31PM/7O0l3n/gO3uPled7Lkh7Hnf65pH8v6fmf9hGP+bfHIhvP8z4r6bOS1NPT8x7u8sevXC6nsbExG5XGNAM3YqPlxcHBgfL5vH7wgx+ooaFBd+7csQgvHA5blC0dpi5937dIzGXCpNqCB6JcwAOVq3zfO4E8fsaN5Hd3d60PlSRjHbhwsETlGBUcgutkcGauttC9ADfcL+kl1/m7oJBCB4yR53k16WapyujCkgIYXMBHahwgTsrBNdSPA5au8efCMGNU0eqRTjyagoOtdfuGuawBQAgHSeqB94OzokChvr5esVjM2IxwOGzFEC6zh1Fxo1p+3+LioqSq8+Z7+H3cF+8ZzQ0D6B+XmmOtfd83J0mhD3t3Z6c6ycDVCAGm3PV3wRXOkn0ACKUacnV11Qwt68/fXV2wy6Zls1kTwzc1NRmjCwvkpslcAEv7JYAS98TnUwzD3nKDFfYMbArr19fXp3w+b10AaDsVDAZr+t25rOvOTrV5eVtbm/L5vFZWVozxdJkwUpOsP+uNTZFq+xjCnLH+7C1JNcVnPBfBycbGhi5cuKCbN28aM4ID5HfgPAGVbqpaOmR0XG3p3t6ezXnnfiuV6vSK69evq6+vz1p44dTPnDmjwcFB/c3f/I2lt92gxz1j9Jd0C9Y4325AGQgEFIvFTP+Wy+VMFwv4cydguJd79tw0J3OsXTvDOqEDpqUXGm5Gi7psaqVSsQDdTTuztrTzwT6RjQLE0Kw9Ho9bg3TuMxwOG1icn583IgE7i1/a3d3V6Oio4vG47Q/SpjC8UlWfDbh0bZ+biQDoAtTJtLF/eSfsZRjqjo4O9fT06N69e8aE41MGBgZsLjYpa95LY2Ojurq6rA6AvQsAJRXsBhdkltwMmOu/XGIGf0VWZ3d3156J9+V2ZyATx7tCc/0Hf/AH+ou/+As9yfVeAOKIpB5JlNJ2S7rzRL/9Z7h83//Y4/7d87xzkvolwR52Sbrhed6zvu8vON86I+nDzt+7JF19h9/1V5L+SpIuX778zsjpMdfKyoqmpqYUj8cVi8X0+c9/Xm+++aYZC7ey6yddVLxyuYDu6OUaz6OX6+zf6XIZOBfsATDclLHb64zPdKsyOaDo96RDRg5H5Ap2+ZpbrMDvdtOlNBcOBAIG6o4+O86I53bTNC74hAE7mkrgHtBj0vvNBaDu7yKalFRTteb7fg0g51lh4wCBGD33Yr0BUbwPl7HBgfm+b+1i0IW590eKhsKh/f19K54genVTMOjnfN83FrpSqVj0T2oP3Y1UTZu5LX8ospmdnTU2ymVhJdVE0oA0ngvwVC6XLc3E2uE4eT5YEDR+7Ff2AQAjHo9btSEOPRKJqFKp1ExLYY0BPeVy2dbLZeZ937fOAoBGngeHBXsGAwQo5Q8gTZK1EgIQECwxkg8HiHaX6nVSqLxXsgb8DoodSqWSjh07ZqCE9QKw4LRcfap7trgfl5Xl3/iexsZG62kJeAbgcp5gl4eGhrS8vGzvE4fJ/kcDSCDkgiWCOv6N+2OyDRpKN3sxOTlp85XZe3Nzc9re3tbk5KSxu+6Z4d1is9gbBEC8a56B88PZwc5w5nHiMPXcN4UTFDRhD7GTsHsEcK7cJxAIWLFVOp2WJGvHQlETenHS+MxNp70PrXlgz2k7hHbQ/Xe019wnABEADLvtnnnS+dhWz/NsrjsZNGwRmQgKelizozYAu+1KqdxAi5+DFeczNzY2TA5FVo055qVSydomIefid3IvdXV1JuVyU+bZbNaYz97eXiumY38gI4Fd592yJvwO0uBuUOT71aIpChEB6dgogKobCCAFeJLrpwJEz/P+QVWGLSrpged5b7799yuSfvjEd/A+Xb7v35WU4e+e5+UkXfZ/vIr5nyT9L57nxd/++/OS/qf36R40MTFhg89nZ2f1ve99T+Pj49aU83EpyZ/X9ZPA4dGvuxokSTWgAxG8VAu4YM6g2QGKbqoCp+3+lxScdOiMYrGYRafcB9VbGCccMC0MADLQ7/zddWrcM7/bBWEYLu4Nh+D+7NELljEajZpWC+bI1UEeTVdWKhVrnYF2y2Uj3IjUZZBw6NzrsWPHNDo6atoT1p3nwBnxjC67hhM7ODiwSB42jM939W+kqmiIiwNAGM8eYu3Q9sHyuPvKDSzctQQAAN7ciJ+fdXvS8fu4R/7OvuF59/cPx+/B0LW3txugIPCglyOgFvDkVpPjcAF70mGAAyDEaZbLZUszuXsKOQfrzTryMy4TdbQYhtQXn03xAI3GYT24F+4LhhjdLs6MM8REEDcoYa+6aTo3kJRk716qgiFGf5VKJXsnOD32BYwSPfTQTAJqUqmUaWvd9lbsTcAXe4j7oTIagOz71VnbABz352Asl5aWVCgUDFSS1ia4cIsOWBveowtA0Z8CLvjDZwEGju75QCBQ02jcrQjnXl12Glvr2mAySMzolqrBKqNE6VYxMjIiqWrDafmSSqWUSCRMVgSziOyCPeTuTdbalSIQfLJPS6WSrQ+9QiE42Ls0o3aBPvfngkC3kNB97+zFvb09k6PQyYEg15W+uKlZqpV5R0gC2M+8fyYMra2tmU2fnp42W7W7u2sAHc024MxltzlH3Ce/y2XnsWkuCcAZo2MCchU3iMXO8XOVSsVGmz7J9W4YxP/jiX/LL/jyPO+ypH/j+/6/9n1/2fO8/1nSW29/+T/4bxes/KwXDVK/+93v6s0339TIyIju3r1rBvi/xIsDDXvmXhzmo8+GsZAO2QaiI5cpcnVmRPJu6w7SDUdTXW76lT8tLS3q7e01R+KCP/6gp8EQuIwIkasLHt1UJc6MinBJFqm5kSrPAwPlPrPr7N3f7XmeYrGYGhoarFpYOjRi/AzsiQuKARyI+GEH+dxQKGSghfQpTAwG3GXcOjs7bUqKa3AwWEfTugcHB9YmxAW0fK4LUjFmgUBA6XTaZkq7qVkCBZd9wSm6KVCX1XaBvyvg5x2wzm4LEtJ5/L87lzsYDOrs2bMaHx83/RqpNTc9yO/kc9lHRPRH0+04KNYV4EmhCm0+Wlpaaoq52IPungeYdHR0WAEIToN1p2UGLD7AKhAI1DSg599bWlrU09NjE2xc7THgJZPJaHp62p7L3Q9H2fvp6WlrR+LqFDkj0WjUWr6QbuZ8AyZon8N6sr94/26VqQtgYYvYT77v28gxJrMEg8GadJ8Lemgn4la+IsXxPK8GyMGesbfdrEq5XNbo6GgNyOPzaB3lgilX3sD6Yvt6e3tVLBat3VC5XFZra6uBEN/3rTKb90zzZwKchoYGjY+PG+sKmOSMo6+kEb57to5Kf47KPQBNbrB9tACKn0FOtba2Znrwjo4OyxJsbW3ZnoTle5y+nd9PMBQMBtXd3a1oNKpCoVDT9Nv3fRsf6gabrm2CxWQNCbBisZgVaHI1NDSoWCzWrPXs7KzK5dr+s66P5IzAELJvCJ5cKU+5XK7p1oEdoBCPd0LA49pF/C2ymCe9fipA9H3/XZXCeJ73uu/7zz3xHb1Pl+/7fc7/X5P0r52//62kv30vn3f9+vV3ZJH+JV47Ozs17RNc1gBD6F4cBgwvm9vVk7lGggIF3/eNYTqqv2N0FZ9HCgdgA5AimgNw8Dn19fU25Hx8fNy0Op7n1TCaNLVtbGy01glUUMbjcfX29iqXy5kBpPkvTov7Jzo+mspn37hMDmCuVCqZsXE1m7AOODH3M/n5SqVi6ZCjYJ0u/W1tbfYeYUZCoZDq6urMSbjGBWPjFuq4DWG5YDJdnSvMbldXl5aWlkwv5bIDGFeXoXSNHt9H2sStjESu0N3drZ2dnZoh9y5TTLGTKy1wK6MBvejN3PY0/f398n2/plKQCJ+9BfAhBcdzxWIxS7NLsrUG5LoOFk1oX1+ftre3devWrR+bV8y6uufr4KCqTyZ1y3ufmJiwNWAfHhwcGBhkH7kSFYTttNvJZrMWFAFYYFPQs5HWhmFyL1hINz2OswL8rqysGHhpb283poz+iLBVsDWkQo/uwaPsHVkIQLrbRieXy1mgNDc3V5NG5kxgP7Ap7txrnHA0GlUmk9Hdu3cN7LtaRM+rFqfQhYJzAjvtMmzsG2xduVxWZ2enMZmwpL7v25q5ba6i0WhNk37OK+1m3CwBUgYXpMdiMTU2Nlrzd1oJ1dfXW3U96WzAEu/btWfu13d3d63wg5YxrnSBwi+YYYDypUuX9PDhQ0v3urIX9hL+Jx6Pq1KpGKDE5jBLPpPJ1DC2fN293KwUe4czDrgFfALOsRP4JWwPa1ypVGq0km5hFUEP78gtrCQrw9dJhbvBEPd4lI0kve22RYKZDAaDeuGFF/TlL39ZT3K9n30Qm3/6t/zq+mW9XIZCerzejsuNkDB2btsYjO/Rz6AgAONIW5GjnxcOh3X27FlzMuVytfcah5MWL4AIwBbP4Rrtzc1NjYyMWJTc29urcrmshw8fWqRIOqtQKFiTaN/3bbTg/ftZxMDAAAAgAElEQVT3Ldqrq6uzbvk4N8TEfB1jg9Pg2XhWAALrhVaMFJRrWHCwPOPRFDFgmMvzPEUiEQNXaNKOAs/BwUHduHHD1tidyOEWUbgVu4AlROSktV0w43meCoVCzZxnAIfvV6fhuOwVBtK9f/aNmzoGyJTLZSvOcN8zDI90qAMFcLttSnhO9rt02Ah3Y2NDf/d3f2fPAQOIkzma6nIlDLDA/G5+jqIBl2Hi2dfW1kwL6J49V/TOmriFTwQWbm9A1sytjGd92Cvu/pNkmklYunw+b8xLXV11egb7iPcpqeadu4ELQRttW2jxU19fr4sXL6qrq0s3btzQ6upqTTNi9jwgHeDr+75OnTqlyclJzc3NGfPC7w+FQgqFQjZGjvugdZXL3hy1M8hS0um0Dg4Ox/Rtbm7WsMq8Y6ladNPZ2amhoaEacOGme/kZl82XZAUrFBuy79ziPNYNxplpHmjQ3UBxfn7ebKkLdtxRcOw1JrqQIt/d3VU+n7eAYXFxseYcrq+vm6bZ930DpwCuuro6G0eHLMDVGXd0dNRU85fLZWs95FZpY89J38M4trS0KBQKqVgs1gShrnyDtebzSYfv7FRH/rlt2aim933fgD8+in3CGYTF3durjtek0hpbigYRrSk2MhqN2jmFSMDWov+kxyt7kL3FnnBlBdgfAD7/j80EgJJa55l4voODA2ur9CTX+wkQfzHCup/TdenSJV27du2xX9vc3NT4+LiuXbuml156STdu3DDx7U+rDP5luY5qOlzGUDpMdblaIIwuND+pMlJx+/v7VnXN9wH43EpP15ByANBFRaNRAwXuAefzODj8G4ddkh0e91mYLsPvpuqRdkO0PXEBHcaASBx9HIwBqQFXXA5jQVrb3QcYuUKhYMYFwwA4yWQylorF8OHYXKf1uMvVue7t7dms0GQyaUwNQI3qOBy567AkGbNKYUckElEqldLCwoKxUjh49g+glHfNxJKFhQVjAdlDvBM+GyH80X2xv19tnI2Y/8SJE7pz506NiJs947I0bmGBC8LcCs3GxkZr9wTLLFUb9vKzrsaSCyCIYzw4OKgB7PzbUYbT1VfB9FLdS+Nz3g9BDICFZ2X/46z4d/Yf38/zAjYADDge0sm+fzg2jXPEMx9lHmGLXXaT//IzbqDDz9DehebUiPb5/Q0NDUokEqYh8/3qGDucodvbjvUFVOLs2TtuGhRnS4DF+3eLLlzGCp0q7wi7VSwWNTs7a7aBSlU33eleLoh2wZ2btmUtQ6GQuru71draqhs3btTMZncDRz7zqD6RCwkK7xd7AgPoViTzDNhc7o22S9gbik7olFAuly07wPeR5q9UqhXS2LTl5WWbrMXzIlOApS4WiwYokRYdO3bMpBtuFwlAF+CV914qlUwb704Q2tzcrGHYALjsV9bA1QJTELa0tKSXX37ZerhydvgegDG+DwmDS1jgI2i9w723tLRoZWWl5rxxsTfc+3OZVM6LW83tpvk5f9ixJ7n+xU1S+UVcoVBI586d07lz5/THf/zH+va3v62//Mu/1MTEhHy/qoFZWFiwOag/ybn/LJcL2NBcuPoWVwvxk67HbVL+n/+6Bo5iFEnWZ40mn642jU3s/mwgELBUJw6BqBJDsLi4qFKppO7ubo2NjZmzxJiFQiHrLcXvQEsD+MMB8gwu08czHhwcqKOjw6JpKHouwAZR/dLSkqVqAMI8K6ApkUgY28f3YqRxvhhD6bDS0fd9S/kQScNuuFVq7rvnv9wnVcg4CjeKpZk2gDcajVoqCKBIJSuRa2NjYw1AQjPm6uo8r9ryJRaL2RQLF6Dw/Z7nGWjnOdmjTU1N6ujosDni6HXQRbkOiXV0q9NDoZBSqZT11pNqR8gdZUJ5b64kIRKJ6KmnntLk5KS1BKJJsFssxJ5nX/Hu3LPGeQGsEBi4qSycBc4GRwKY4Q8MBzop2iTRRgc20HW+LmMWCoVM98b94XgBOgBl0pRuQNLQ0GAaNVh07pOzDsPLPuK8whKynm1tbVpaWrLRnrxH2KrW1lZLp3IOXfuGJhigw71whkiBE7yROmVNAEFu2h6Ah31wg2TOmNsQmvcNi0RwBeipq6uzoQGBQMCCZOyeq0tlnTgPbjDN/RwcHFixk3TYZB+bSj8/fp8LUra3t61JNUUsBCSLi4sWgHB/LjPJe+c8I+8BuOBv2K+xWEzt7e0qlUpKJpNWJIef4HnQIqbTaavAjcViWl1d1erqqh48eFCjxXW1jmj2XBvEnkYy475bSTWBIXbaZRhpswWIhsQg+OAcMjoPGcP29raam5ttQo9LqrCOruwJnwfz6N4jQbLv+zXTyZqampRKpbS4uFizd12GkixIpVKxIOHddkr5Sde7qWJu8n1/96d9nx7fX/C/uquhoUEf//jH1dTUpK9+9atGxUvSnTt3tL29rdu3b1vxhxsR/CwXBlOS0ex8nmuMXC2X6zy4cAYYvmg0WtNAGScu/bgonRSUO2PYTScT5dOAF/2bJNOluPqzcrmsu3fvmlGleSrNc3FYGCvWHbFyQ0ODCoWCOQcaMBP1otEJhUKm0aLZNGtDMUNdXZ0xSxi71tZWq5ZLp9OWKsSgNDc3q6urSzMzMxatYgALhYI9q8s2uU6KxrLBYPDHGqceZQwwEkcjXNac972xsWG/OxgMWqEQDMrMzExNUQF6sL296pg9fudRHRL3wM+RRnGDilgsplgsZsERLG2lcjhFwfM8G3tHyhNghJFkXWDqeNc4us7OTvX39+vWrVtWTeu2k1leXjYGAWAPM+XuywcPHlh6izOEXqq1tdXaCcGo0JJic3PTAhjYZLcfYW9vrzXVdQuIjh07pnw+b7Ow29radPPmTQsGYCFcoMk74axKVcaTz+br7gxe0myPa0YPg+77vv2uTCajcrlswI60487Ojjo7O61KlfsKBAJW3AGrAoDa3t5WoVCwKTRoEAmiYVndtLhULSzp7OxULBYzNjabzSoQCNgIPOwMwLShocH6PQLqXRDKMx9NBcOKut/jplM3NjYUDAYtCOZ7SKHW19cbwOA53BQ879ItpKKqdWBgQI8ePTINI0UJrowDu8vzARjC4bDOnTunGzdumK06GtTBkgIompubDchub2/bWcHmMj2KGeGrq6uWXsX2ca8AGkD69va2xsbGamzVUYKiVCqprq5O4+PjVpwkye6bYIT+nrwXzirryDO5oNolRnhe/k7GifcHQUF6GfYUhs4Nmg8ODqwPJjbK96tV8hSMuRKSo2l+Poc0P7YYv807JxCGIMCvBQIBS8kTMLusLaAQ8PpzAYiSXpd00fO8L/q+/9/+hO/7SV/7r+pqbm7W888/r1gspnv37lkVXUtLi+bm5tTU1KQ33nijZt6pqyOB4uZyowUaYfLvsCnSYaNraGxJNRNTpEPqeXV11ap7NzY2LArBodXX11sxhhsJcdCJbmEyjuq+iLJIlcBIEXVxHysrKwbYOOB7e3vWg4xNj3FA8B+JRHT8+HETcKOBobcXwIH7xnDRcJt15nl3dnbs56RDRg9DDoMD68bn4awl1cxvPn/+vIm2ea6PfOQjunbtmtbW1myKBveIISE9E4lElM/njVFw152LaNQdWcc75utuBTDOu7m52X4/YMsF866+UlJN2h3hPvvN3Z+ujgnHiTFjDwKsfN83cMrv5ucxxqTKYTFgDrhaW1uVSCTU3NyspaUllUolLSwsWISNaLy1tdVmj5Myy+VyNc6LtUML5aYLmfULGw3bLckMO6xIMpmsmcUNcKhUKlYA47JJpOH4vPb2dmvC6/aHA/hFo9Ga1kOe52lhYcHeOYA2EAgYW8RacP/YDc4l4MMN7I6+Q0AA73B6eroG6AJCsGG7u7vWmy4cDmt0dFQbGxuKRqM6OKhWXZ85c8Za88Tjca2trVlghP3gGUg/wqKHw2HTqe3v7ysWixlQ5h2z7w8OqtM8+vr6tL6+bvIIScYktbS0KJvNWl9LmB0CZ2wOgAR7RmoSIAKDS0DhMpCsjVuMALvo9ilNJBIWuEQiEWMOXTYRDSEFdgcHB8a2EkRTDOGeGdYE20XhUTgcViaT0czMjHZ3d+1sjo2N2dxy1jkUCmlhYcHa3DA/eGpqSoVCQa+99prZI1fWweVmQVxNL+cKPay7Z/GJwWDQJBW8JwgGdy/z3IFAtXUVwBIfhqYWu8M94KO4WEPOOHaJ8yIdzo52g2b2zcHBgVKplOnC8V/sO86ty3i6GQjYcqqkIVrwaQShgEHOSGtrq65cuaInvd4NQGz0PO9PJP26V53FXHP5vv+f3/7vvSe+m39h1+DgoBYWFlQoFNTY2GgzGz/60Y8qk8no5s2b1nyT+ccAQPpDAUyIvF1hMxsVhpCNQ5p1a2tLTU1NOnHihBobGw1wdHZ2qrW1VaVSycryW1parBHrzs6Ozb5EVAyzhUN3N7Q7+xlGMxQK6eHDh+Z0JFmkSqWzmwpAhwPIdPVcpOGam5tN51EulzU3N2fpkaamJsViMa2srFjLBwy1GzFKh2Jvng0jhgOE7UKnhiONRqOKRqPW9LipqcmmRaBLxPAwRaBUKlkPuHw+b2wWaS8MEowT6ULSuG7qicifFiLSoc7NZQf4d3d8nJveB0i7+hUAi/TjbLbLpBE5s77ovqTDFiNuBR/pnKamJrW0tFgqlD3nBhd7e3u2RkTHbnPhnZ0dS5MTnBDVNzY26gMf+IAWFhYMgPC95XLZgEY0GlUoFNL8/HwNK+cGMAQGAIfTp0+rUChodXXVWrPwdXoyss7ZbNZGecEO7O3t6dSpU+rs7NTKyorS6bQ8z9PQ0JBNlOBcUWnb19dnxQSufIDP3NnZqXE0bmskAK57fjhDgAyXLca5ce+A9KWlJcViMWWzWesNySQa9JnMx3VBj2uTSOHhROfn5431pK8brDeMnRtoumzxzs6OUqmUNjY2bJY7oAIgzV5mwhN7MJPJqK+vT9evX7cA2GX+MpmMurq6DDxyL5Jq5kFTxMNYS5ddcgEcAJy9BGhx07Ew5J7n2T6NRqNKp9N2fvl5fpZMBNrhEydOWHqTIhBsEYAzFAqZZprUJUFDPp+XdJj6jUajlgVgP7oBbKVSsf6k3A+Ans9wK8iPXq5EA5uBDeAMYj9gyeh6QYo8EDicHCPJAKw7LIDzyBQmCjnwpwTLzFdnndwKY+5P0o9pbgFx/DtBtPvM6CdpZk9lPq14YPXZiy0tLfJ9v6aKHTYQtj6fz9vea29v18DAgMbGxjQzM1OjS11dXdUXv/jFx+KS93K9G4D4byT9kaSYpE8f+Zov6T8/8V38C70SiYR+67d+S6OjozWpWkn67Gc/q1dffVXnz5/Xpz/9aW1ubuqf/umf9OKLL+r+/fvyfV+Dg4Pa2tqq6egPuKirq7MB4YCZxsbqFAPfrzbshtE4deqUWlpa1NfXp6GhIetFl8vlatoNJJNJY5Ckw+7xHKxwOGyHAee5sbGhtbU1xePVvuNoN9LpdI0wnI1OigqHh5Fx9XA4f7fyq67ucDh7IpGwkWI4StdYk66iIGNgYMBStaw/QBrD5gqIYd5cAO77VS3p/n51IkcikbBnuHevGhu1tbUZAzozM2NAEuN29+5dE1Nj+OPxuH0+PfGo8CS6B8SVy2WlUimr9uO9YXTdyjm+H8fmMrRuI1g+2y3acA0dGjRAFwChXC4rm81qamrKwByfKanGWdK8GVAJ8E2lUgY0pMNqU/7LfiY9BquBviyVStkapVIpY9NJ38/MzEhSDRBsbW21e+PfKPQgJQ9ghAGGKYFJIzior6/XyZMnFQqFNDs7q+npaU1MTJgOam1trSalfevWLY2OjloAx95105oUcnR2dlqACFBAYsA7lmS6KIpd+B6cDvd8VGhPL0BYGoCl53kGziQplUrp3Llzevnll80mrays1EyIIBXHeuF0qShdWloyKQfPurq6aiypdNiWicpLbM/W1pYePXqkYDCopqYmm17hylJc3RXMo1tAUi6XFQqFakYkJhIJLS8vm1Nua2tTMpm0rIIbLLFu2B+Y4ba2Nku9Ato5K3wvF+eLwB6Qxt5Ae0r62vM8y5wQ9HG+2BfxeFynTp3S1atXjW3lbAFCAPF9fX1qbm7WW2+9ZcEW54M9Clh3U6MwYQRCZ8+e1fLysgHEUqlkzf55Xuwx6Vr3AgDSSoi/19XVmW6bwh3OolvMSCV2T0+P9vf3VSwWlUgktLS0ZH6Q9Uaj7gYd5XJZmUzGghM3SKZZu6sT5uIe2Be8Oxj9hoYGy7hBcPC+lpeXDSRChGBDW1tbLeCFzcRWIlvhc/g9fE5vb68+/vGPq6urS9/5zne0s7NjFe+uZOtJrnfTB/H7kr7ved413/f/5p2+z/O8j/u+/9IT39G/sCsajeqZZ5557NcwFlNTU9ra2tLg4KBSqZS+8pWvKBgMqqenx+j/YDBojiMQCOj8+fOamZkxvdTg4KClwoaGhtTY2Gh9zYhIcNDpdNpmy+7v72t0dFQzMzNWfEHFowtMiGKIbAKBaiXpxMSEtdxAK4KhBpAAADc3N+1e0F+56TKaRbvGGRaB9FUgENCFCxdMu+Jq4gCXkUhEvb29GhsbU7FY1NNPP61CoaCWlhbTASK89jyvhsXlc/j9kowpPHXqlDFPiURCuVxOUrWiMJVKqaOjQwcHB5YuYiQSzoXnweiHw2FLuRFBY5hw3C6g3dnZqWlAjH7PTXdgPADfrq6K9+MW7rhyAAy6q6WBWXYdIMbq4sWL2tjY0PLyslWru04S503kja4IMEuFNkC7sbE641SSpqamtLe3p+npaftaqVQyEAd7xjttamoyHR/pJMAdFdB1dXUqFosKhUIWaHFvPT09am5u1vz8vK0Pqe1CoWApHAIk7gOZCHpIgC1fC4VCkqTZ2Vmrlidl6qZ2WWvun/POhIaNjQ3TIsEO4ogAEpxb3g/r7/4hJYku0C0o450h/2APLSws2Jz427dvmz6XMyMdMqg4e+4Nhq9Sqdj+BuQmEgnrxef2W3QZZjIT2KG5uTnt7u7q+PHjKhQKWlpaMnsBAwRb6vvVvnn0GgUIwejTlqhSqbaNAZy6bBHSCDID6Ng6OjqsRc7W1pZV7gM00Pey5khkOFtuahTAhB0kKHYZQ4JN3tv29ray2azu3bsn3682ul9fX1dTU5MGBgZMogKztby8rEQioXQ6rdbWVt28edOCnXK52uAZOQD2wwXf3HdLS4uxwNhIt+UL5ILbo5N96WYp6FvoBpLofjc2NhSLxUznysx4glDWBDaNDBZyEqrQk8mkUqmU4vG4ASdsKGuPD4BQcAuIXB8AoHdBF0EVmYSOjg7zt0g78F28W84pTekBraxJQ0ODjXclCAWAQ0CQqt7Y2NC1a9esAXowGFQ8HlcgUG2S/cwzz+jv//7vfwx3vJfrXVcx/yRw+Pb1v0n6FUB8D1cmk9Hw8LBu375ds/mef/55vfDCC6ZH8jxPIyMj+sEPfqC5ubkaoBWJRJRIJJTJZNTS0qIzZ86Y8Txz5oy+8IUvWM+s9vZ2ZTIZm0nb3d2t2dlZ28w4U6JGnKp0qPVobW21tgDRaFSnT5/WxMSEMQHZbFZra2uamJgwp+eyHlD9UOp9fX3m/KRqpSBOhcjKrXQkrYimUlINI8dYLfSKu7u7un79uv1Ot6cXzrytrU29vb168OCBEomEnnnmGU1PT2tsbExbW1sKh8Pq7OxUNpvV/Py8RX49PT0qFosKh8Nqa2tTIpHQ6uqqNXPluTFGoVDIHC6RMpo32K29vT2rqiNV6DKaFA7hvCUZw8saYMwAHhggdyIBDoA9hzHj/12WCgABoKcC0fd9HTt2rEa071bL4nx5H67TcIsHeAaAKuDOBVBuapR7Qmgfj8fV2Nio4eFh+xyAQLFYrAFIpFDb29utuIW1wtlxb5FIRF1dXZqamrKWFNwjKbCxsTENDAzI931LVRHpwxZsbm4a+EAbB0hBD8Y7I2CanJxUa2urYrGY+vv7rf1LNBo1mUEwGLS02vLysoEezooLEHnv2WxWiURCm5ubBixbWlpqKoNhMXZ3d7WwsKC1tTULVmAfYejY4zh50s3sAZwWbCYAEeYX0HBwcGDvETDOOvJe0OtRKIYdADCwB2nK7WY2pCrDj+6aswBT1draqt7eXjU0NFia+eCgWsjGuSSzwX6Mx+OamZkxjSDPwrliHfn3hoYGY1JhiEg7unIYUtpo0E6cOKGhoSErzoMR29raMjtL5X4wGLSivFQqpbW1NQ0ODioWi1lHgO7ubj148MCAS6VS1aFThQsQBuQj0SmXyxoaGjKwynlIp9Pa3d2taR4tyQICAh9Jtl/PnDmj+/fvGyNIMMF+2tvbM8mV53k6fvy4crmc6VhnZ2dtEgt9UbFr3PP6+rrC4bBKpZIKhYLC4bAVq7EHAXcE0TD6SH7wP66MgLMEk8taMKseNrVcLiuZTFq/zqmpKdOuU3zndstAU0h2DJ8oyYL0UCgkz6u2kxoaGtLc3Jxl8lzGdmlpSePj4+8MPt7l9X62uflVFfN7vAYHB9XR0WGb9CdRwpcuXVImk9H169c1Pz+vUCikeDyugYEBPfvssyqVSlpcXFQwGNTg4KCeffZZXbp0SR/+8If11a9+VTdu3LD0M6kiHEI+nzfnhlZnampKMzMzCgaDNtw8GAzq2LFjamlpsYrsTCajubk563OFto/+U6T7iCzr6+vV3d2tpaUlZTIZXblyRT/84Q9raHlJNawAFXNE72NjY8ZWEX1zWNPptB49emSsQ319vbUo4SBTvez7vgnCASPLy8tmdDEg8XjcnoXZvfxOwAPOtLGxUc8995wxjS0tLTZzE4fkFv7QA4zq3O3tbVtvz/PU09Ojra0tY5IIDPrensDBO6TqnGehOhG2UToE+TBEGOYzZ84oHA4b0GfWL4YIxwXgWF1dVV1dnd544w0rCHALjzDyfD9GlHZEUm1bGC7f9zU/P2+6pkQiYUaeKlb0bNvb24rH49rc3NSjR49ULpeNUcBZAMpisZgGBga0ubmpTCZjOkgcHAAjHA7r1KlTunnzphWOeJ6nVCqlcrlcA7Bhfjc3N00niGNDP0aFpMtIAqoA7gAcQBUOht8XCoWUy+Vsnvb4+LgBMjedz73w3tzeme56l0olC26WlpZqCniy2axyb88TRx+FrjkcDqujo0OXLl3Sm2++WVPBTGWvJAvEAPKVSsWAGkwI1aLYCNYmFotZapW9J8kcKfq4crls68H7JohMJpMWeLnszd7enl599VVtbm4qHA5bKxwAIpIFZlWjA2eSEswvwLmhoUFzc3PG+EqHgZVbSMBerq+vtwpTzqBbyc4auOln2tF84hOf0MzMTA1wjsfjSiaTllYEpG5vb2tkZEQ9PT360Ic+pO9973uamprS9PS06ZtHRkZqev8hI3LT1NhVsjQ8e6FQsDXlfefzeSsQ4v0STCCVcQNygiD2XiAQ0OTkpK0FzD2pcLJsAMbGxkYtLy9b8L2ysmJ2B4ac4HRmZsb6SxI44KsaGhqUyWTMNnEGJVk3CgIeNJ+BQO1EGX4PYJj9CqgGaNM7lrMai8WMPXTtEGSJG2hEo1ErDqNXLGtcLBbtGVz9Zn19vQYGBt4RT7zb61eNsn+BF2Dl3VyBQEC9vb3q7e3VxsaGRYD9/f3q7OyUVG04/Oabb6pSqSiVSkmqaohOnjypR48eqa+vzxi+T37yk/qN3/gNvfbaa6bVSCQSamtr02c+8xldv35dt27dUk9Pj27evKn5+Xmtrq5qbm7OqsJgZDj8pCpInzJnOBQKaWlpySI32k9QDYlwmmovIrmGhgb19PRoZWVFs7OzBnSIwtE7oQUh1QKwPXXqlDEg6FMoQiG9T1EOUbvnecYW7e3t6cSJE2prazOHVCgUtLOzo7feektra2smWudg02Inl8uZAZNkYNZlxtwimXQ6rXQ6bdE2zoaIc319XWfPntXGxoampqaUSCQ0PT1tILetrU2NjY02qsttDOsCb4wOcoP6+noNDg5qcHDQHN/9+/fN2ADE8vm8OT7e8erqqhlmmi+n02kTuy8tLVn6lSIHWBD2NEEFBhJhdyQS0enTp3X79m01NDQolUqZxIFoemlpSdlsVuvr6ybcv3jxomZnZ63K0mU8JVlaGSPs/lldXTXgBwuxtbWltrY2dXR0aGxszAAE48h83zfwkEqllM/nTZMZiUSsyhD2Au1fNBq1wAL2wvOqhSIUHMC2u30wSWO7LD77EObCTTfT0oi0MEUHpD9hsDOZjHp6elRfX6/JyUlzloC1YDCorq4u0/CxdwKBgM6cOVPze+lxCAje2dmxsY6AYZ4Zlg1nyXOS2sRJt7W1qaGhwdKoaNgCgYBlPmDh1tfXLWChJdXExITJG1wnzD7e3t424Etq/+DgQAMDA0omk6qvr7c+r5zNjY0NC3rIliBXwZ4RrLhBaUNDg7LZrKUzp6enrVgGhoi9e3BQLcKiYwEZhrq6OmUyGeVyOUupAs6XlpZMGkHAWalUNDc3p1gsZtIiQFo6na5pzE1XCbcpP6CWgPNoBgI/BtAHIK+srFhVPTYPhgz9Ne/laOEiv4vOEwAuAqlsNqv29nabeb2/Xx0+4BaaHBwcaG5uTv39/drf39fs7KwFDxsbG5qbm7M+uy4LHI1GaxpuA6Tj8bimp6dVLpftLLPu6ELr6uo0NTVlAbrv+9aZgPVC703LJ2wrWlT/bQ0zaefjx48rn89b/QAyp+vXr2t3d9fauJG+TiQS+tSnPqXPfe5z7x6QPOb6VaPs/wKvcDj8WF1jOp3W+fPnde/ePWUyGfv3RCJh+pClpSWLZLLZrC5cuKDFxUVtbm7q4sWLyuVyun79ujo6OtTZ2al79+5pb29PJ0+eVLFY1OTkpBYXF00DtrKyYs4Cxy1V23W0t7drZWVF2WxWqVRKgUBANw+YOIIAACAASURBVG/etAO6vLysXC5nER8j7NCqtba22rzWQqGgpqYmJZNJra6uqqWlxZwsDCypBJx9b2+votGoOULSVJ2dnWZMMIDb29tKJBLa3t62VizMm21oaLAWFzChMzMzltIhor9w4YKmpqbMuNM2h6IenmdyctKMMGLjSCRildJDQ0OSquxLsVhUc3Oz6U4ymYwVsQBQeA+k810jjoaKe6LiEEYOPRMODk2PJEtJoUlqbGxUe3u7pMMWEgMDA5aSQzQOS0KFN8AO1gvBO4GAJANCpLpJoczPzxsDWSwWa1pVAMzRDrnBCGAEZp7+Yvl83vS9iURCpVJJ5XLZWMhoNGpzZEn/rq2tKRaL6amnntLY2JixZYw1g02hMAPHCUij5cTy8rKWl5eNlcdZkHL0vMNqVrRmpJroxQdDAwjp6OhQpVIxZo21B8QdO3bMmg/DamQyGWOjCHCQlqCj4gzCFpGGu379uj0TTqmpqUl9fX0WsOBUXYkDzhZtrat3xDbB7MB2cr+Av62tLSuiItBygRQAkwIgSabVBHTFYjG1traqra1Nt2/fNqaUtWevEyRS2S4dtpXa2tpSf3+/CoWC5ufnzeYx35g9QWcE3pXb95T9MTAwoPn5eft8fh/OnqAUoM8alstlXbt2zdbV1aa2traqtbVVo6OjxqrTUsyVF3DO5ubmaph8Ny3OvkQSw7tgH6IbdplPgmtsFTpVQL8kTU9PG8BiXfi9XV1dWltbsybUSKmQHFHgQaBDwIFNYu/DgOJTSFG7DNzKyoqBMVe2w38B+ASuBDP4TwKs7u5u0/Y/fPjQujYgUaLqvrOzU01NTcrlcioWi7Y30Ydjs9Cv9/T0qKOjQ9ls1u47nU5rfX3dMjZk2Pb3983mzs3N6datW++IId7t9X4CxNz7+Fm/un7Gq6ury4T+XLCJiK+Xlpa0uLiogYEBi5Zg+wKBgCYmJrS0tGSMyMbGhrq6uoyy3t7eVrFYNAa0vb3d+pkBTNwK08bGRp06dUqDg4MqFosaHh62aRouM7W+vm5pHRzHysqKje/j30KhkM6cOaPOzk594xvfMOaOiJDKunv37lkBCGL3SCSibDZr4AgjgmGl4ozWC6SAiRxxpLRWyGQyyufzxhbQpysUCunYsWM2xSCfzysUCqmjo8OYCDRUfX19xnr19PSYxjEej6tYLCoajVqVJe8gm83q7t27xsDiXGEfXd0UzZspjiCtB+szPT2tlpYWPXr0yHR95XK1kfHa2poxnbQ/otFrQ0ODpqenjeFCdybJDKN0yNqhayTlBNjDEeLoAUz0ejs4ONDU1JR9jb3De4DJIu2Hw8dhbG1tGXsHADs4OLAq//n5eWM2+vv7TRsIO+6ycYODg5qamjJAjczCHSeGY0Vi0NraqoGBAZsQQlqsUCjUAGeYwZaWFgOJgPne3l5ztuwd+pm6let0A2Bfv/DCC/rGN76h2dlZA2+wcoA60nZra2vG1ASDQaXTaW1ubhrLPjIyYgCFLAJFcqwrDpXLZQhJfwEkKCrgXaIF5V3CKLmVtRSCMNWkXD6cpAI4pkAkEAiYxhoQQiAaDAZNf4nGl8IGWB/afoVCIZvygWRgaGjINM7cL1kCUsdUdgNkSZmz933f19NPP607d+5obW1NGxsbam1tVTAYNK0qwXFbW5tyuZx2d3ctSKYVGi1Ptra2ND8/b9WvZAlg6ehrCPhxq6MBJMgbyDq42mBYeCp36biAdpH9x/O5mZjm5maTtRBMIl3BpvL5aFXdbgsEw5VKxWwcwDUSiVgQd/bsWT169EipVMq6h5TLZfX09FhQj932vGrbn4GBgZrBFRTsAYDdIs+j6fXW1laVy2XFYjEL/CAtKBz9yEc+oq2tLT148MCKRCcmJgyQEvAEAgFFIhGb293V1aXf/M3f1MDAgF588UV1dHRYB48f/ehHds/IngDGBPzT09M/E4Zwr3cNEL3H9ECUtCbpru/7ed/3H/f1X12/BFckEjHq//LlyxoeHtb09LQdjFQqpfr6eiuMQGdx/fr1mr5yzMxFeBwOh+X7vk6fPm1zcYmAKOBoa2tTa2ur5ubm9Prrr2tpacmq4miH4ab4aI0RDAYNfO3t7am9vd3GOE1OTtZEh6R96uur/czQ/JFWQ+yLI25tbdWHP/xhBQIBjYyMyPOqlcukZ2Er9/aqc5ofPnyoZDKphw8fqr6+3gwUjIVUjTiZrbywsGCHE1CJLm12dtYiehqUz8zMaHV11aJbAKtbAJBKpXTx4kVdvXpVlUpFsVjMClfQKsFk4NxoDxSJRGqKIGCjSNPt7u5aj790Om3FUzgqmDJSptlsVisrK8YoMtHCjboB+a6mztWL8X2uxgaD7Xmenn76ad27d8+qR93Uk3RY7CHJ3olUlVm4VbRE2mg4C4WCNSYG9LKOiURCKysrtt6FQkGZTEbnz5/X3NycLl26pPn5eb3xxhva3t7WwMCAsQCDg4MaGRmpaTkVCoWM+aFggPSaC3gA7twLUy0w9K2trTp16pRyuZwxnTBpFNkQCODIATzcKwBUkgVl6KqkKvsFW1VXV+152tvbq8nJSWPlAY6SjE2pq6sz3SYMNqwKbA7FNsg6CC7Ql2UyGQtaYIkINGCPenp6tLCwoKmpKTU2NioWi9kZB9D4vm/VuDBqFO3QUxIHiiwhHo8rnU4buEMS0tvbq3K5OkVmfn5e0WhUjx49MhCzvLxsQSv7cHd3Vz09PQaqOQ+RSMTsJwUeMIxvvPGGAU3ADJpJArV79+5Zix7sngueAoGAenp6VCgUtLi4aLKFvb09dXR0mOYZO4c+ELaTxteAd/bvhz/8YX33u981UEqqGTkH6wCYBDR2d3drdXVVm5ub1mamubnZRu+trKxYSh0GHzvtBuWuNtwdyelW66+srFjBEin+9vZ267OJDZRkxVbYJwJHul5AcnBOUqmUSRX4QyYKX4MUI5lMamNjQ/l83iQ3FKeQToYZTqfTZof5fM4XI1apB2DaEFmn9fX1GslEOBxWJBIxltmVZ7mM9c96vRcG8b+T9JykV97++4cl/UjSCc/z/oPv+0/elfFX1z/LRZPpXC6nvb09LSwsaGJiQpcuXdLCwoJaW1uVTCbNoLr9oxj9dfHiRT169MgmDRAdE7lgJHEcY2NjisfjOnPmjJLJpOls6B3meZ6JvzFyVA5Kh05/Y2ND29vbisVi1tORaRn37t2zIhLu/3Of+5y+8pWv6MaNGyYwf/jwoebn542tGh8ftwbmOzs7ymQyxv4Eg0H19/erpaXFdIdUoq6srJgYG0Mv1RYJZLNZa0uRTqeVy+W0ublp7BPNyrPZrCKRiDGRaLPQfGH0R0dHLXV5+vRpjYyMGKOIMUskEjp37pxWV1d1586dmua26Ohw1tls1p4tGAyqu7tbdXV1+tjHPqavfe1r6unpMU0WOlOc+JUrV2wyECCC3pwI+8vl6sSJY8eOmRYMRgWdK2ASg0hjdbRUgHTSkDgsGCq0eTjA6elpu1ecDWlRUqhMyqGZ+sTEhGmzAKr19fUaGxtTc3OzBRnRaFT379/XyZMntbq6quHhYeuzubu7a6w1wZXLcrt6NAps0um0Xn/9dbtnWC9X54VDBCSVSiVr+4NmCYcLW1RXV2ctPnCqlUpFt2/frtE+spYEKojxw+GwOXscLfpX6XCSBKnneDyuW7duWXFWLBazyUZofgkCo9GoFQk0NTVpZmbGKtsZn5hKpWqa9qNHlWQFRARO2IhUKmUFWbDGtO6JRqNW6JDJZMxusY9oVk4D7xMnTmhubq5Gn1epVFufELjt7+9bkETgQXUwKVsCN/YoOspQKGQsIve7vr6uYrFYo2FEY+rqepG6wDrSFoh3F4vF9Pzzz+vLX/6y7TWCgoGBAa2srBhAcVOpsLsAJoJiACSFVrz7pqbqHG3WHQ0jQT3ZKCrlh4aGTN5CP0xS0+l0WpLsnVLxS1ZFOmSfOc+Ac84IKdXe3l4DbZOTk8Yet7e3G4D7x3/8R9uTZFFisZiKxaKeeuoppdNpvfXWW9rY2FBzc7OeeuopBYNBDQ8P2/lobW3V6uqqAoGAlpaWlMvlLDjhPM/PzysYDJqkyverTdsXFxfl+76xk0hfCPCxQUigFhcXJUnJZFIzMzMW5BMkIGvq6enR8vKyAoGA+vr6DJQjXXrS670AxIqk077vL0qS53lZSf+3pCuSXpP0K4D4S3p5nqdTp06pXC7r9OnTunr1qm7fvm1aha6uLvX390uSrl+/rv39fZvrSgQ/MTFhwl43/dTS0qLOzk7rA0e6EKF9Op221gipVEqZTMb6quG0SXmR8kUH5nmejSZaW1vT9evXNTk5adEjFabxeNwiLhw2rXwuXLhg82/7+vqMnUSTFgqFTAe0ubmpRCKh/v5+xeNxS58cO3ZMExMTZjwxPJIs5cGcXwBTIpHQ/Py8sRKkfNE4ksrF0NPaRpIJ6RlPRuNbwPulS5eUTqeVTCYt4qSSlNnQMD2AQRoFb21tWXUwTPHe3p4Z1rt371phD5ov36+2s+ns7NT8/Lw+85nP6O///u/NwHV2dprD58/c3JwuX76slZUVPXjwQJFIRCdOnNDzzz+vl156yVhYKoDRpabTadOGwohRXMTvwMnV19fr8uXLyuVyZphxFOiqXD0VPQ7r6ursM2DypGpanJQiLAWpYOQY9Hycnp629yXJwA7ODqcIM9/a2qpPfvKT+ta3vmXSC+mwzx6p5UgkYmksvm9hYcEAidveCpAzPj6uhoYGdXV1aXp62oAi38t5Ym/B3tGCJh6Pa3V11XSJyBsA8fzM9va2pTXRNZbL1QbgmUymZh4tacn9/X2ryq+vr9fx48ftnVDg5PaYJFACJKE5GxoasspV0qoAbhwxYJvg9fjx4zp16pRN2qGym4rfP/zDP9Q3v/lNa2cVi8VqCjp4nlAopM7OTmOKWAOqfxOJhFKplCYnJy1V3NDQoHg8rubmZmWzWbMPZDPW1taMJcOe8b7dljdUhBOw8xywRLFYTOl0WlNTU1paWjJdGvaZMwDD7Ba/ASRLpZIxb+7Yx4WFBWvsjy1gbSRZYRag1ZVd3L9/32wtwAfWs6Ghwc4R77OpqUnt7e3GZMIKIkPBdlEACTCuVKojLOlpSW9aGqtzJimQRAONzKBSqbZ/S6VSunv3bk11OcU1sO0nTpywLgIEPAQeKysrRlKk02lduHDB/EI0GrUWNysrKxobG7MgimIT7Pni4mJNId/Q0JBp0hcWFkwTTjEVPSk9z6vp9UtV85Ne7+UT+gCHb195SSd831/2PG//nX7oV9cvx9XW1qbt7W2dPHlSV65c0Z07dzQzM2N/Z3RRPp9XR0eH8vm8lpaWND09bRsSVgntyfb2tjo6OnT69GkT0jNEnvTr7OysHSqcBhpAdFSkuMvlsnK5nKVuEEYTzeMsEomEotGopZNTqZSmpqasChiB89bWlqanp7W8vKxYLKauri6LinFK9AwjRZhMJm0m6fLysjY3NzU8PGw9rqRDTR0VkgAcqRr1MpFhcXHRjGR9fb3u3r1rIBMgRW9GpgjAepGqw/k1NTXphz/8oe7du6fl5WWdPn3aJpFIUrFY1M7OjjE8tDCB6aI63J2CMDAwYBFwOp1WT0+PHjx4YJNPYMLq6ur0iU98wt5pd3e3AQg+70Mf+pBKpZJeeeUVlUolzc7O2ug27v/ixYuan59XqVSyKuVcLqelpSVLsXZ0dEiSVWFK1aKsCxcuaHZ2VvPz87begUBAr7zyijliKkoHBgYM7KG5C4fDBhphMC5evKjR0VFL2/KZMBS8J3SayABisZj1U2RfwjTDwgA0YNaRa9y5c8eYJ9rL1NfXWwPv8+fPa3R01FiufD5vGlz2HSlYGGEAi1Rl+tra2izw8DxP3d3dFgDAatE2A+fPyLxAIKBMJqMLFy6ov79ff/3Xf23nPJ/PWyoUJg32M5/Pa2FhwRoAu4UmrhaUWb+wHGQNyCpQICQdas+YuUw/RXSf9ISUZGy1W6DV3d0tqVpM1NbWZsElLXYymYzOnTun0dFRTU1NmQwA5pMWTslkUh/96Edt7xJcJJNJszXhcFiNjY3KZDIKBA7nx9NwnEpVWrgAPmmX5fZnZM9SOeu2xUomk3rmmWd0/fp1A2b5fN70v2gq0UyWSiX19fVpbGzM1gcAiHYS+0rBDuePGfdUM/PuY7GYrTlfowNAX1+fBfk9PT0mw9je3tb4+HjNuaJIb29vT9lsVr/927+tb33rWxY00dYGoAjo7uzstHdFay+eAfuKDWQPos9D7gGrvba2phs3bpidpNCoVCrZu0auMT09bU22BwYGLAPGHuD3AaRhiWnLRTEZ0hfeaSwW07PPPqvu7m597WtfM3KlsbFRFy9e1MjIiPkeittIf8NIskbZbFZ9fX02ZexJr/cCEL/ned43JP0/b//9M5Je8zwvJGn1ie/kfbw8z/sfJP3vktK+7y895usHku6+/dcp3/df+Hne3y/iCgaDNrKPXobov8LhsLLZrGkGf/3Xf11TU1N69OiRQqGQksmkCoWCRkdHlU6nrSkxVbUUuESjUT377LO6evWq1tbWlE6n9fTTT1vV5eLiohVdoBOiMm59fd0qwdw2OjiX8+fPW3uLhoZqg+O5uTmdPHnSGM9cLqd/+Id/MBCwvLys0dFRbW1tKZPJmEGQZMPpSSd1d3dramrKKq1py0L0idMjokYjRPUx4DcYDCqZTKpYLBqAgKWiOz5aEUnmsGlh09HRoW9/+9s6ODhQJpPR3t6eFf+MjIyoWCxa+vnkyZOamJhQIpEwjVd3d7disZgmJiZ06tQp+3n0P4AD/h/daDwe14kTJ7S2tmaMSyQSsSrVuro6LSwsaGVlRV/84hctrUbRBJMEkAq4TnJ9fd3aseRyOdN/Xbx4UT09Pbpz544++9nP6vOf/7w9BwaU+0ilUlpcXDRhOKmj8fFxdXV1mY4sm82afpU0Gylstz0I7PbCwkLNOMFkMqm2tjYbiYeW6q233rL2HTRWf+qpp/SFL3zB0ugwAoA4QEEikdDU1FRNi5rd3V2rvIZlYW4sjpjv52sUpFC8Qk9NHNHCwoIkWWV3OBxWKBTSuXPnTD9bLpc1MjJi1db0Vdvb29O5c+c0NDSkcrms8fFx9fT0GJPu9vWjGAqnHQqF7AyTisUpS7I9RyoN5oh1CAQCBrBgUMPhsLXGQq+bSCTU0dGhyclJK/QhE0FqDsd44sQJa648MzNjQIz9SeqYlPbm5qaWl5dr9IAUr5RKJQ0NDVmGg/OAbhZgV1dXZ+9hfX1d2WzWip6QT8RiMStCYMIKAw52dnZ07do1STLpTCqVsgbwgJ9oNKqdnR1rDr6+vm6MEql5WsGQekdS4RYCkcVgz9LomrFwFFDQeofMxLlz5+R5noaHh22Pkor2fd80hl1dXQaqCQY4E2ReaEy/srKit956yyQnAEM0nnQYSCQSVrEL8z48PGw64+npaSMeaPfFM1DoUigUdPfuXSvChJlEo4jMp6Wlxd5bfX29ZZkoQCKjw0hXNLU7Ozvq7+83DTvaQ4AsgQRBaSaTUX9/v9075yedTuvs2bNqbW21kaaJREJStTPJ3NycvUuCD/pgdnV16ezZs0+MG94LQPy3kv6VpA+q2hT77yT9v37V033kie/kfbo8z+uW9HFJUz/h27Z937/wc7qlX4oLMEZESCuLjY0N3bhxQ319fSY8pnT+1q1bZrzX1tZsYgutMtCUvfbaa1bdCHV/cFAdnXTz5k319/drcHBQd+/e1cOHD00TiXAbjU8ymdSJEycsrTg8PCypehh+53d+RwsLC9Yv8Etf+pL29/cVjUatkrZQKGh9fd0aGxNhE+EuLy9raGhIyWTS0qJUUzKlAqBHBEgKFzaTdAOAj3FxbsPujY0NhUIho/y7u7uVSqV069YtNTc3K5VKGcipq6uOf/ujP/ojXbt2Te3t7frhD3+o9fV1pdNpE7sPDQ1Z+gXgWiqVlM1mFY1GTW8Zj8e1s7OjdDptLTh4h7y/K1eu6JVXXtHq6qppW27cuKHm5mZrYo5Oij8vvfSS5ufnbYKH25podnZWMzMztqakbovFovVda2ho0Pe//31jcABG7e3teuutt5RMJs3oLS8va3Fx0aJ9jDcpUwoQYHXn5+e1uLho+iDa0KCN3d3dtRYssHf0v6O/JqlNNK++7yuZTForDYp56O9Jeh2DLknxeFyRSKSGMW9ra9Of/umfqlAoWAqTSvC2tjZrZ5JMJhWJRDQwMKB79+6ZAyJIgqmG/dnf39fMzIyxlTim3t5ec6oI8CcnJ7W+vm76Oxg6lxHf29tTS0uLent7VSqVtLS0pNu3b9s8Xxg+2BG0rr7vWwUtxVNoImFeCBhg/WGL+SzA/vb2thXCdXZ2Wnsj9GS8S3p+kuJHcwYLWi6XVSgUNDMzY30taUhMqnJnZ0ff//73lc/nJcl0vewzNJ6kQAk8aHMDaOju7lZvb6+WlpY0PDxs9gPbAjDp6upSLpczaQUsGYFaIpHQ3t6eFQvRy4/zW1dXZyBjbm7OJBjt7e0W4DY2Niqfz2tmZsZ0z1tbWxoeHjb9bjQaNdkILWTYYxRIYTcpsOIdwnjSHL6hoUHt7e0GZmFukcTAHJIiJjvS19enWCymBw8eGAglbdzT06OpqUPXTSFjY2N14hX2fnV11YJJepW6DcoHBgZq1nlqasoCd85xT0+PHj58qEQioQ9+8IO2BhMTExbwUVzHKE40pZlMRsViUe3t7dZtgXeOhhlNMsU37IuVlRU7f4FAQIVCQS+++KKx/uz7/f39mgbnZKZoK+ZWyNP7EBLj4cOHunr16hPjhvcyas/3PO/7kvZUbYr9pg8N8st1/UdJ/07S137RN/LLdKFBmpmZ0fDwsGZnZ/V7v/d76uzs1P379+0ANTc3mwj2mWee0bFjx7S7u2sC466uLnV2dlo7jI6ODmslgT7H7Q23tLSk5uZmnThxQs8995xFraS+9vb2zHCWSiUDCTAjVNbGYjHNzc0pEonoQx/6kO7fv68f/OAH5ohTqZSlHbq6urS6umqVZaSpSGX19fVpYGBAd+7c0cHBgZaWltTW1mZRbTgcVjweVzab1cjIiB1a2iPQoJi+hlNTU9Z7jPQekxowPvF43NqmoG0plUpW8fnyyy9rd3dX3d3dxpjABPH/aCYl6datWwbyHz58qOnpaWu1gFPc3d3V5cuXdezYMcXjcTU0NGhqakp9fX3q7u7WrVu3rBo5lUqps7PTCgX6+/s1NzdnvS2ZidzU1GQtIqgup3IS7SD3RXsf7qVSqairq8siaBgdz/OsSfGDBw+smplo+dSpU/qTP/kT/dmf/Zkk1TQYB+BTpUtqCYBL6g7Gd319XdPT09ZQW6rKL8LhsLWv8TxP6XTaWEeqB3FGc3NzxuKh7yKd2NnZaZE9jcYJmNDecn/Hjh3T6OioPM9TW1ubMVA478bG6uxlggG3gKNSqc4cp4qaIhdJVjgGGGUKBVpf2l3xTqSq/o/iL/Ra9+7dMxaXamG3eTHPTyNyZqnTZofvdVPbgBJ6VeLEAV44SVLl6C4rlYoePXpkoIhenYy6hLmXZCBwYWFBXV1dNjnm9u3bymazmpiYkCTlcjmrNGdSTCaTMS1vd3e3FUslEgmzW4AgGsHDpkqy9Dna3sXFRct60K8OoABTdHBwYAwfQAywRTDvedWpHefPn9dzzz2nmZkZC0QphGhvb1cwGLSRiwS2Kysr6u3t1ezsrE304DxwH7RHevbZZ7W6umrnkHZl9Fjc3t42VpDAlHsYGRnR/Py80um0Md4ueORsHDt2zKbiAKKee+45Y48fPnyoQCBgWSb0vLD+e3t7lklpaGhQPp/X4uKi9eqMxWLGepImHxgYMM0ra0OhSGNjo3p6erS7u6tHjx5paGjIKrVZl/Pnz6u9vV3z8/MaHx+3llkAUkY60qbN933lcjnNzs6alhrdKEwqMgvkWnSQ4KzPzc1pamrK0ufPPPOMBgYGbL6y25mB54XRPjg4sLqCJ7neS5ub/0bVtO1VVRnE/9PzvP/R9/2vPPFdvE+X53kvSJr1ff826Y13uJo9z7smqSzpf/V9//97h8/7rKTPSlJPT8/7fbs/1wuAyJglem41NjbqxIkTmp2dVaFQsJ6Jq6uram9v15kzZyRV09Ke5+nq1atmUBDwJ5NJHTt2zNIpoVBIo6OjVj2Hs6Tcv66uTh0dHbpy5YpOnDihv/3bvzU2ZGZmRgsLCzXtT/r6+iTJqlGJUCORiLF5vb29ZqwvXryoV1991RwsfalI+3V2dqq7u1v37t2ztYhEIib4JeWAwB9nPTMzY1E07AKpsWw2q/r6ehNLu1WNH/vYx1RXV6fXX39d6+vrisfjVnzjtlyANejv79fu7q5NCeEe1tfX1dvba8ZGkgHfYDCoSCSixcVF0z3BPD3zzDPa2dlRIpFQc3OzxsfHa5go0sQwDr7v6+TJk+YcSVWS+s3lcnr66aftGSj4uX//voEBHDjvH6d46tQp68P56NEjJRIJtba2anNz0yq+JRmzFo1GTXfm9gbkc9HDkgpHp0e6s6enx9J59DTb2NjQ2NiYCdqTyaRVBKMR29jYsJSSJKuu5FkODg4srQdzEIlE9Lu/+7t666235Pu+NSO/c+eOVTmT+vP9ap9F2C9ARO7tZr4EKbD5AAxaY6ADhOHlPij2oRjCLdLJZrMGbhYXF63FBmlU1oIWGvF43Jogj4+PW8EKLY/YK4BNWFiqjFtaWqzhvCRLM1PcQVEK4Jr2ScFgUB0dHYrFYtYuipTz7OysFhcX1draagVAbuo3m80qHo8byMjlcgbwYOcILAqFghV1kE4mE0KQTKHSd77zHW1ubqqnp0eZTEb19fWWisT+TU5OWuAXCATU0dGhSCRigSngLxmkCgAAIABJREFUkfnAgF/Snm7Vrpu65ZxJUnd3t86fP6+vf/3rtq4AtL29PQvSKXaIRqMKhUK6cuWKvv71r1uw63meAWuC6Lq6Os3MzFgzcRi/7e1ta6BPUEznCBiw5eVlra2tWWYA5oyWYXQ4iMfjlsoliKCdFulw1iQWi2ltbU0dHR2mEyX1y0SRpqYm3b592zTysLG+71vBUH9/vzXaRv9J1ojnXlhYsB6qZBqoWoad+/SnP60vfelL2tvb08jIiNbX1+0P9g3dO1kVijNJ2cMoo+tFeoUMikEG7L3bt29rfHxcOzs7unTpkk6ePKlvfvOb5tOwsUg92tratLGxocHBQf3+7//+E+OG95Ji/nNJz/i+n5ckz/PSkl6W9HMFiJ7nvSyp7TFf+nNJ/17S8+/iY3p835/zPG9A0nc9z7vr+/6jo9/k+/5fSforSbp8+fIvI1v6ri8AYrlcNsNF1EtlLLoZIjaAmSTrnReLxaxi9Pjx4xbF0Fi0ublZFy9eVDKZ1LVr10y3+MILL9gEgFdeecWMIrqx9fV1ZTIZdXV1WcSETorCBRcgVioVdXZ2WmVtX1+fpaYHBwf14osvamZmxsZ8UWXa3NysU6dOaWBgQNvb29YEmLQAon1JVggA8Nvbq84EpR/j8vKyCd9hrJaXl7Wzs2PRPGxmJBKxxtF9bzcoXlxcNGaP+wiFQjaBIBaL1bB1GBEM0c7OjtbX19XX16cPfOADlgbt6+tTOp3W9773PdXX16ujo0PDw8PWjmJ8fNxSLVI1RUeqnMkLAwMD+u53v2u6N6YaVCqVmkk6Dx8+1M7OjjWBJsUGE807o4cek06karRN6m5oaMjYRrSLsAgTExP6yle+UlP4ARBBqwpIBlDSgoJ0IKmygYEBZbNZTU9P27stl8s185ndynJYO94/wQH6N7ed0K/92q9Z5bp02FCYHpjT09Oqq6vOsy2Xy1Z8QhEGjb53dnYsnVZfX2+BiTuqDjbngx/8oF566SXV1dWpt7fXZpfjzGGwpqam1NbWZs/qCvZJZReLRT399NMaHR014f3Ozo4uXLigjY0NlUolbWxsqKmpyRhBz/NstCVMPQwvVdn0j6tUKpqYmDA7QBDP+vX29hqzRVDz6NEjG+0YCoVMQ0ygxmclk0l94AMfsGDCLRjh67FYTGNjYwaeuc9MJqOd/5+9N4ttND2vBg8pSiIlLuK+79QulZba1y73ZrfdHTt2O3ZgIBdB5iYXAXIRDJCLYC5/DAYYzIVvBg4Cx0biwInbS9pJV69V3V2rdqm0ixI3cadE7RJFcS7U52nKSxL/ndj4M/UCRrWrVCzy4/e97/Oc5ywHB4jH46I4Z7OUSqXEzYCf2+l0imBKpTrN2SVXmyIc0gvqR8PVahXhcFh4mozaa2lpET4xcKoiJ/WBjQ7pDMlkEg8fPpQRPUV+3K9oM7O2tiYAQCgUkmIdgKCBTU1N4htJKgdRw2q1KopmpkzxGWP6CQMLDAYDFhYWMD09jb29PYmZM5lM0pCpVCrkcjkpxjgJYTEYi8UE8eSYlvfT5z//eaTTaWlESJ0gEhcOh9HW1oa3335brhXFfAAkgSubzYpNFq14uKxWq4AnDQ0NkmBEcdjq6qpwJDmRIMczEAjIM7y0tCRRnNx7WJyS4kAU0Wq1isDp6OhIAgv4PO7t7WFkZEQaF5PJJFQompATeKl94nzBCQG/48+6fpMCUcni8JNVBKD8zO/gN1y1Wu3FX/X7CoWiH0AQANFDD4AxhUJxqVarZX7hNdY/+TWqUCg+ADAE4JcKxP9Oi/5slUoFXq8Xc3Nzgo4An0bjARCyO2Hz+nXjxg3xQwNOi7aNjQ309fXB7XbLRspOnh06u6OvfvWrUCqVyGazsNlsggZcuHBBcqWbm5sxMTEhnXg4HBZSO6Phksmk5AJTtMFNkLwYHjwsKsnJ49iL5GxuWo2Njejq6kKpVEIikcDh4eGZFA2q91i88LOTR+Xz+cT4lQKW7e1tOcCbmprQ39+PcDgsxS/NTlOplHTg/KzZbFYI0AqFQsZORCGpqmVOcaVSwcWLF/FHf/RHYj9BHlS1WhV7Co4AM5mMjJD39/eRzWaRSqXgdDrh8/mEsxMIBLCysiIj20qlgrm5OeE2ccQ6ODiIw8NDJJNJ4cGx6GJht7a2JuOUSqWCdDotSF17ezsKhQLGx8dhMBjgdDrhcDjw+PFj8SjjteFhxn+HHLR6RSy/f45uWSx/85vfxF//9V9jfX1dKA/0CnS5XIJWHhwciI0FEz9UKhX6+vrw9OlTQYnJsZucnJQxPBEQrVYrz1qhUIDNZpPDjz/X0dGB3d1dsRfi/cNilSPZSqWCSCQiY2GOAtmAUIXNhkiv15+xZKIAgNw9juCI9mxtbeHu3btoa2uT55LFMP3u6m1GqEZlXjetRzhiJVrY2dmJhYUFSUUiL43+om1tbTCZTKJSpq0MVaPkPatUKnR1dclomwIHmgerVCqhXmxtbSGTySAYDKKnp0ciP6PRqMRy0tuOY2c6AfDgpasDD9qjoyMRLxExA4Dl5WWcP39e7IXq0S8W1mxkaGpMZLGhoQF2ux1XrlwR31WdTgeTySQCHfJCWZwwQo8FLhuZk5NP8595rVpbW9HX14dYLCafixw30mWcTifsdjvUajX6+/vh9/tx584dFAoFKfKIoJOn2NbWhs7OTty+fRvnz5/H+++/j+9+97vC11xbW4NCoRCqDbmppCkEg0FRoNOWZ25uDul0Wrwr/X6/UII8Ho+IaACIkI4j5GAwKMIuIsVEgf1+Pzo6OpDNZsXaic0xBVezs7PY3d2VYpa0DjbFtKdhEca/x/uK3ytFjR9//DGKxaJMLbiHs7Hm/nJyciLc94GBASQSCUnDoTqdXNA33ngD5XJZkEnuWV1dXdja2hJ/zOPjY8Tjcbz33nufvW74DX72XxUKxVsA/v6T//8NAD//zO/gP2nVarVpABJArFAo1gBc+EUVs0KhMALYq9VqhwqFwgLgOoD/87f5Xn9Xq6WlBeVyGTabTcZIXPfv3z/TnVNx94uLm4zBYEBDQwM6OzsBnBagjH0jeVmtVkOn0yEQCAiCabVa0d/fj+7ubty4cQNLS0vw+XzysAQ+sUnIZrPI5XLQarUYGhpCNpsVQnc6nRbLkmQyCY1GA4fDgUqlIvYUHLOygCAaU61W8fDhQ4yNjcnIj8gEszOJ4nE8x3EyDZKJPKpUKlitVinqWlpacP78eUxPTwsxmQR8jkc5uiZPJpPJwOVyyeZC+xy32y0oxObmphRd3AToKUn/OoXi1AcyHA4L94mjDB7+q6urUKvVGBwclOKARSbTO5qbm2GxWGAymeD3+xGPx9HR0SFc0ebmZhSLRRnTApBC75133pHumqkyHEFSKV2PxHEcxfHOtWvXsLq6KofYwcEBvvKVryCbzQrfTqPRoL+/H/Pz88jn80ilUjKmMpvNokZl0TYwMCBF8ObmJiKRiKghiYrodDr4/X44HA6Ew2Gsr69jdHQUyWQSSqUSJpMJLS0tggDS8JxEfgDCnQoEAmJ909raCqPRKI0J7Upo4sxrQ/4YUSGOP7PZrChSeTDWIwMqlUr4f/R0I6kfgNxzHJ9mMhlBWKk6ZWFNVwPSH2q1GhwOhxTDRFNYOHH8z9+j9Q/zjOkTR/SWsYBEHsnxjcfjouZmwa1UKhGNRsVy6fbt24I69fb2YmJiQkauLpcLMzMzKBaLYn6v1+vFyqZQKMBsNiMajZ55xmhX1NBwaurPz0W0vlgsIp/Pi98ikVOXy4Xz589jZ2cHb731lnwXH330Edxut/AlKfQgx5ccVlJZyMGjUKe+0bRYLCJCOD4+jYnjpKJSqQg1gRxPPk/Apwr2xsZG+Hw+NDY2IhKJCE+cjSRRVHK8+XwSeWahwWjSeiN/Nl6k4pw/f144sHwfAIQ6QLFfY2Oj/PfCwoI8O1qtViJd6x0AOBHhXtbU1ASr1Yqenh6JfSRXnR6QarUaN2/exPj4OLa2toR3vLS0JJQZjpc50WEsK/mJHANzSkF6AgtHvk+KvtjQ1XNKY7GYjLDZcFLsw2kbG61CoSBAAekrbK4psNTpdBJryeLW4/EIcMEzk/d3IpHAnTt3/mdLBVn/YQSwVqv9BU7HrecADAD4f2u12v/+md/Bb2EpFIoLCoXiO5/8324AIwqFYhKnqTD/o1arzf7u3t1vb/HGp+0HC0SS2c1mM3w+HwKBAAYGBoTj8KsW00JoEssOkUkjOp0ONpsNoVAI3/rWt878XcL2AMSugA8YCb8XLlyQQoGoBKOMqMokimS32xGJRM7I/cnPIqJz7tw5Gb02NJxGlJXLZVQqFRlFcfNwuVzo7OxEc3MzyuWy5DszOYPZuF6vF+FwWBBOm80Gi8WC3t5e+P1+Gd14PB5JYSAqtbu7KwUabRD29/exsrIiI0CKXFjUsDu1Wq147bXXMDQ0BJPJJErGwcFBGI1GbG1tYX5+XhIYOO5IpVIySv5FRIjqOipa7927h/v372N9fR1LS0u4cOECXC4XQqEQbDabjNVZ6KlUKkFlidrympE3pFKpkM/nkc/nxSCbFiP1Csp683SNRgO73Y7Pfe5zaG5uhsFgQE9Pj2yuLGp1Oh0ymQy8Xi+6u7ulOWhra8PQ0JCIFba2tvDBBx9gbm4OLS0tGBwcRFtbGwYHB+FwOGC32+FyuQS5dTgc8Pl8GBoagt1ux8nJCdbW1uSzsfhhoeR0OqW45aFfLBbl5xkZxqKVPC8eukTmFQqFoPpUqtvtdqE96PV6GVPX85/ooVepVMSqKh6PC+pIqxOKd8i5c7vdkkVN/luxWMTTp0+RSqWEt0fEUKVSobe3VxodNllUMvN+5RiuXkXL747IX0NDA6anpzE1NSVjxMnJSREiEFWtn0TQEPjFF18UvmZHR4co+RsaGsTw/ujoSK5bve8fhTxEY9i81eeg81oDOOOzx+KMdiTZbFYmHo2NjXA4HBIg0NvbK2IfmhjTDYEekkzOYOFNfl21WoXRaJTPS/9JXkOiSIxTLZVKUggtLy9jY2MDIyMjGB8fF7U7izny2FpbW+HxeOD3+5HNZjE9PS3+glR0kzbCppkuAJOTk1haWsLU1JQ0GPzcfF4pZCFnXKlUSvHH+3Z5eVmU1xzxm81mMXJXqVRCIXG73eKOoNfr5VzjtaENGScovC+pPiZ/lbx0IqT8ObPZLHQNTss4tqbAjB6DvN+JIvLM5OSCan4AAjBwKma1WiWSj84aZrP5TPoQBZrXrl3Dt771LZleGQwGBINBOBwOoU8Ap9xVk8kEhULxKwGe33T9RlbbtVrtnwD802f+V38Lq1arBer+ewTAn3zy3/cB9P+O3tbvdHV2doqYg+gVALF66O/vlwPq31s0nuXYDDg9fAwGgxx8t2/fFrFC/eIDDEC4SvWjOpKqf/CDH6BarYq4I5PJIJPJSD4qPagGBwcFBWGiC7NDORbkOPvatWvweDwYHR2Fx+ORTZ2FZmNjI/74j/8Y8XhculoKQ6rVqhCkOQIEPh3fU+zDEXZHR4egT+yAlUqljG7Ybdcny7z33nsymqF/HNEnWvXQzLXepoKHNwCxUeEmzug6KllPTk7w4osv4s6dO7IBsuCuVqvIZrP4wQ9+gFwuB5VKhUwmA5/PJ35iJLZzw+OBQ88xcgS5GdJ/kEUKjaqDwaCMtpqbm0UpTxWgRqPBxMSEHCDAKeJx8eJFjIyMSBHHRoKiEa1WK0VYOBzGK6+8gjfeeAOTk5OCDqvVahiNRphMJsRiMczOziKVSonR8+TkJE5OTtDV1XUm/rBWqwkiQMSCBuXk3NEiaXV1VaLqKBqikTE3cKfTie3tbfT29qK1tVUcBux2OywWixzKFF2k02kApzQBqpCNRiOcTieSySQUCgX6+/uxvLwsaANfg7wyNipEMo6OjrC7u4vNzU0kEgkp3svlMp4+fSqIIC2jHA4HPB6PcClprwJAbKpYgACnTgZEM4HTpnB9fR0Gg0FoFrzHXS6X0EF4v5EvzVHiyMiI7F1Eschf4/dTLwaiEf7a2pq8T96P5ICRQ8yRb09PDx48eCD3MlEiopukoLAIITePzdcXv/hFWCwW/O3f/q1wZwEgHo/LpAaAZKhnMhl5T0xxob0LzeTpy8dsa/qmsrmOxWLCnevq6oJKpZJmhnzsWq0mNmCbm5si0NHr9Th37hyePn0q3Fiv1yuNDv/87t27wrFTKpUYGxvDX/7lX4pPJPnrAARBZ1NMN4vDw0Oh9NBai9eTBbpGo8HAwADi8bhwbzUaDTY2NsQsnypgFs8GgwFbW1uYmZkRE3eii0ajUdByTpVCoRAmJydF/atSqWAymdDd3S3RrHzmOcUolUriRkGO9dbWFoLBIMbHx2X/o2cqnzOq+/n9mEwmGSEzKIL0ITZU5DeSj07rL7oibG1twel0YnNzUyzV9Ho9MpmMFPGfdf27BaJCodjGqa3NL/0RTt1v9J/5XTxbv5VFn0IAQpAmhM+H8j+6eFOvr6/DZDLJZstsSBKYyTmqXxy/1o8fW1pahCsFAOl0WlSc09PTcpiqVCoxRQ2FQhgZGZFNfmBgQGwT2tvbEQgEsLCwIGNBol2RSETEHaOjoygUCrDb7RK1xwxln8+HVCqFWq0mZsZEO8nNsVgsWF9fh1KpxPr6OjKZDDo6OjA2Nibjbo4h2Hnm83kYDAb5eZ/PJx0zOY9erxcKhQIDAwOYmpqSsZBSeRr39rOf/QwajUYOfOBU9LG8vIxqtQqfzwetVotkMolHjx4BgPj7sShkLrLZbBbEkaT6ubk57O3tyehzfn5elMLMSiUSzA6eaQ4snDlqo+URD4Tj42OEQiGxg4lEIvB6veJ3R/Wj2WzG4uIiMpmM8K8aGhpw7949bG1tiYkzeVu7u7sIBoOCwPJQI0+J3TetZ/b29lAul8X3jznZiURC/C/ZzNDnjJzaXC6Hk5MTid8ivzEcDksEIsdUzM1mAUsVMAupWCyGYrEIu92O4+NjWCwW9PX1YX5+Xj4Pn08mMeh0OkFsNRoNfD4f0um0FE7FYlF8T+stipqamgQ95nNEBJaKTAooWGyp1WpJdCFi9uqrr0q+LXmp3AOWl5el2dDr9TKWZGQnnwPm4fI6+Xw+fO1rX0Mul8PY2JjErwWDQYn5i8fjKJVKUjxNTk5id3cXFosFk5OTUowRGXI6nWJbQwNnAFIMWiwWDA8PY35+Xr5ntVot4qx6X1Tym81mM9LptPAwS6USXnvtNej1ejEkn5iYQCAQQK1WE/5kS0sLTCaTfAe0beE4l40ercXIuaUJM681RUMs3iuVCvL5vBQfBoMBHo9HJiBmsxkLCwvijNDd3Q2NRoOZmRno9Xr09fVhf39fBDQs5uqnK8ApKDAwMICnT59KM1er1UThbrPZzlAsWBRRVc5pgMlkQjQaxcbGhiiAidIBQHd3twQKtLW1YWxsTBp5UkUAyLMYCoXkNarVquSMkxpQLpeRSqXkeSEvkJ6b5PoajUYxraaXJMWBfHZJF9LpdNBqtQJKDA0N4fvf/75MscgbJOedZwcA+U5Jt2HKGZ8TKu15HXd2dkSoxShVggoU/imVSmnoube3t7f/h8/zX7f+3QKxVqv9MgT0bP0vv1gokqcQDod/o79P24xEIiFWFMBp4Xnz5k3ptvnw1a96JIGWOeQH6vV6tLS0IJVKIRwOo6urCz09PdDpdLh+/bo8CHa7HXa7HWNjY9LdA5Cxp9Vqxa1bt8SBPxaLyfiSh2MkEkEsFhOFLRc350AggMnJSTQ0NMDr9aJUKgnyR14TTY6tVisikQh2d3fR3d2Nx48fy4EMQDJ11Wq1ENxp9EoOCscLLC4sFguKxSJisZgUgRyhkOuyu7sr9hqBT/wN2ZkCp4W2RqOBzWaTsTuRJavVKpFSVEeTv8cum6MTFmdMhaA/GLlVTLHg98vNka/F74fWEVarFYlEQiLm+HOkKrAYI1JNb77d3V05XIjU1SM5vJcaG09juRYXF+F2uxEKhTA2NiYFMdEJlerUxLizsxNarRYGgwGVSkVQE3pK6nQ64Q0xtk6tVqO9vV1QKSZbcCxJ8Q/j0ngfqNVqOJ1OrH0SK2kwGFAoFM7Yi9C3r7GxUfzx7HY7tFqtvC45bBR3cJzV2toKl8sFtVqN9fV1rKysSIHY0tIihR4Vq8DpFIG+lyTVsyiub05Y+NECCoAUXbVaTcRW5CxS6GS32+X+4KiRaCqN7kulkqQNMa/cYDBI4bKzswOv1wu9Xo9cLoempiY8ePBALF3YkBE9oaiBCllSYAwGg2TLF4tFjI6OSpF2dHSaS86ip350CUD4f0SRqDJ/8OCBiHNYvDPBhc9ia2urFIi0uqHyn4UoG0giUQBgt9uxv7+PWCwmKDDveTbOs7Oz4otoMBjwwgsvyLNCpJkThdnZWQQCAblWm5ubKBaLSCQSWFtbw9OnT5FOp9HW1gaXy4XW1lYsLy9L5JtarRYE0Ol0yjOgVqvR19eH6enpM2N/OjkcHx/jT/7kT2QqND4+jlQqJXGkNpsNAwMDaGhoQCKRkEaPBSEL3mg0ir6+PlgsFmg0GvFvVavVGBgYQDqdlnExxYIXL14U7vjJyYkIEWu1GlwuF0wmE8xmswj+2Cyy0aBYho2T1WqVPYk2UNwTOFXgs8Kf4bNP9JP2QUajUezMaPatVquxsbGBbDYrCDW/D+Z6871sbW2dUUh3d3fjyZMnct0+y/rsac7P1v+Sy2azoa+vT7obj8fzG79Gd3e3HBIAzlg7cNE+BjgdQU9PT8NqtQKAjG7IJeRI0ul0imefzWZDLBZDpVKRBIsHDx5IF0eBCEdBwKceYiaTCYODgxgaGpLYQHoOtrS0SFbr4eGhcKkYXs8IpFAoBJVKhUAgICMZep/FYjEkEgnp1kjmnpycFHL60dERVlZWZIRy/vx5FAoF8X3L5/MSo0RRDztMEvCJUNHc1Ww2w263izUL8OmoikhsKpXC5uam+MR1d3dLoZXNZpFIJETdzFEMkxw4iuJohGNK4DRTeHV1FS6XCz6fD4uLi9jd3RWCP1EXjpUPDw9lfBqNRkUMMT09LapOio3C4bBE29Fbsb+/Hzs7O1hZWRHOK1WvJOxXKhURztCHkkrOWCyGZDIpB3JTU5MIgBiP5vF4ZDPmSJ5FZmtrK5qamhCLxeT6WK1W2O12iZBkUQlAIgJZWLKgJ8+SiA/FVhQ+sFDu6uqCVquVSC8ivhRJ8R5tbW2F3W5HrVbD1atX8fLLL+Pk5ATz8/OwWCwwGo2ChKdSKVF+c4TO92G326FQnKbesKmrVCryPR0eHsqImWIgKuCJrHu9XoyMjIhtFQ91k8mE/f19FItFaSS0Wq3EWprNZly6dAk/+tGPRHXN76harWJjYwPVahWPHj2C2+2Gx+ORQ5dj6vokmkAgIKNtilYymQwODw9hMBjOeFgSyWYBQc4dR3fkpZlMJvT19Ql/lJYp5CCyyS2Xy/D5fLDb7bh06ZLk+HK8Tj4hBUREkFjU0oydY3G9Xo+2tjbx9CSSVS6XYTAYpDlKJpO4ffs2tre3kU6nodfrEQgEpKDX6/UYHR09g8CxcWN+8sTEBBQKBVZWVrCwsAAAGB4elvFtOp0WCozT6ZTnmrY3zc3N0Gg0MhalEGZjYwMPHjxAV1cXWlpa4HA40NrairGxMTQ2NqKvr098TKmszufzqNVqyGQyct1yuZyga+Q2l8tltLe3i1iOHN2vfOUruHv3LkZHRyW1qqWlBW63G1NTUyIyqbfjIQ1Kr9fD6/XKs1J/htEejgp57lO0/frwww9Rq9WEN8iUKTaGFDRyQhMKhYRbX5/OwnuAfGnyXen+QN46C1t+j1tbW9BoNDI5u3//vtj8fJb1rED8/+lSKpWf2Wldo9H8u8gjlcEnJ6fxXFSiAp8ideQwVioVUdpWq1UMDg6KAGZ/f1/QpVAohFQqJTFEVEATzmd6wMrKCpqbm3Hz5k3x1GJGLdV79M1qbGxEoVBAPp/Hxx9/jM3NTdhsNvF1K5VKGBoagk6nQ6FQkAN6enpabArIWaSxNlEbFsCFQgE6nQ6f+9zncOvWLTx48AB6vV4MjplRzJE01YXhcBiBTzwp64sHHjYkPbOLpv2O2WxGV1cXmpqasL6+LohmLpfDRx99hEQiIRFwjP6zWq1SJFUqFSH9d3V1YW5uTox0+/r60NbWhmg0imq1eoYXpFKp4HQ6sbOzg0wmA4fDgVqtJkiZ2WyWUSYRJ47yFQoFurq64PV6YbPZUK1WEY1GRVB0fHyMYrEoKRfkuZGj9vHHH0vBy/FePp/H0NCQmGEnEgkkk8kzBy8zlsnt5Oi2Uqmgt7dXeKEUKXm9XuFcmc1mKVQXFhbEsFihUMBkMuHcuXNYW1s7I5oiCk2+KhWSHEWTVF+PhJA3ub+/Lykjh4eHePHFF2V839jYCK/XKwc4EW8igix46f9Yj2x4PB7E43FJowAgwgP6cVKFnM/nkU6nJemnVCoJb5R8UqvVio6ODqEnUKRBOxG1Wo2vfvWr+PDDD0VsoVAoMDMzI6kuLGBtNhvcbjcaGhpgtVoRj8fFeoXXxe/3o1KpiA0U83h1Oh36+/uhVquxtLQkHFfSW9rb2yUkYGVlRegvNLHv7e0VbqZarUZnZyesViuWl5ehVCrF5otm7GzGaPBMk3qdToeNjQ0ZbTNlip+DAiLGZFKRTr4b0UhmIrMYXlhYQC6XE5oKBRcUaMXjcbk32traYDabceXKFbzzzjsidCgWi7BarTAajWhqapKxJ+2DdDodvvCFL8BgMGB5eVloI/l8XpB3osBUi+/s7AgCptFopJEiXYHet4lEQnwry+UyAoGAoJ4+n0+MpGkaTw5ktVpFPB4X31CXy4WOjg4sLy/jwYMHUiBSFMNmkLQSInv08eT9FQ6H4fWyVrE0AAAgAElEQVR6USwWpRBjvB3Fb52dnajVanj69KnwgIkAksrlcrnEtod/j96Ur7/+OtbW1rCysiIq7bt374oIxmQyiUvC9vY2ksmkOGtQGd3Y2Ijt7W2xYtJoNFj7JJXs3xKY/ibrWYH4bP2XrpaWFiSTSbz55pvyexy5UJZP7lVDQwMWFxclyJxjEJfLhVgsJpYvOzs7iEajUsRxbPruu+/KODufz2N/fx8ej0d8/xQKBebm5uB2uxEIBFAsFmU8BUAOzN3dXbS2tkpkFDNFb9y4IaPKg4MDuN1uzM7OyviYQgm32w2FQoHu7m4Rquzv70tWayAQQG9vLz766CMpVNfX19HQ0CCjxWQyiWQyiePjY7S3t0On08Hj8cDr9SKZTEqxTduEcrkMo9EoXMJQKIRLly7h8ePHol7kJs4Ni9myVPXRumh/f1/Ui+FwWEbGKysr2N/fh9lshsfjgcPhEHI+ACkQmpqaYDQa0dzcjHw+LyKPg4MDFAoFlEolEYrQE5OjEhL1rVYrTCYThoaG8Dd/8zeCSnKsYjQacXJyInwpxtYRHaNilcazFNVYLBaxvqlHIInolEolZDIZuU6Li4v4gz/4AyiVShSLRXz88ccyDt/e3kY8HofRaBRVP8VLHOmRc8g/53VXKk9jK8fHx8WMmIa8RIi2t7eF66VWqwVJZyTd7u4uXC4XhoaGsLGxgQsXLsh3S3simjjX+x1Wq1WEQiGJdqy34yB/S6lUCppNpIwo7NbWlnyvVGyTn+rz+XBychqLR5oAuX0cf7J4TSaTePfddyWZBADGxsYwPz8v6LjX6xVrn48++gjb29uYm5vD4eGhGGvTUoSIJnA6IeGzVC6XhbtLJfTaJ4k1tPRRKBQyOaDoqaurC5cvX8aNGzfw6NEjlMtluN1uXL58GTMzMzKGDQaD+PrXv4733ntPPmN7ezvi8bg0yPQOTKVS4h7R0NAgAjEWXNvb21hYWJDUEF5f0id2d3dFSNLS0oLj42NMTU2hUCiI+fXOzg6ePHkiSmruXwBEcf/SSy+hqakJLpcL2WxW9hoK9Zhik06nMTo6ilQqhUKhAJfLhXg8LlZFpIXwM+v1eoyPjws3zmKxSLHHhg04TYRZW1uDSqWSxpbCp2w2i93dXdjtdvj9fkxPT0sRbTKZxE3h9ddfx/e+9z08ePBAxvNvv/22+Gc6HA4pTkkp4DUn4hiNRoXLTJEW01bq/TrprcjPwikBm0M2eaSPbG9vi1iQf+fg4AChUAiZTAbJZBJ6vR6RSAQajQYLCwsol8swmUxyX3V0dEiCEKcpPKtisRi6urrw9OlTAThIWTKbzTh37hyuXLnymc/vZwXis/VfuniTA6doIosMAJJmQS/B4eFhjI6OSsEAQIQP1WoV/f39UCgUGB0dFf6cw+HAxsYGPvjggzNWBdyUyWkh14c8nd7eXiGU0z6CGwdHMOvr6zg5ORHi/+TkJLLZrBziWq0WTqcTWq0WwWAQu7u7UrCRQN3S0oJgMCgbYnt7u5j9cnRIXgq9FLnZ059Pq9ViY2NDFH1MJiHyxbEUEwKotCuXy2hoaMClS5eEPwmcjkzIq6Gf4vHxMfx+v3jElctlKagikQisVqsYfnPTb2lpkREoTdXJqWEmNTv8+tQOqrOZ3mAwGGCz2UQcEQgEYDAYkM/nhXfH7xCAcHK2trYkYUKr1aKnpwderxdWqxVvvvmmfJ8ejweBQADz8/Ni26NUKsVG6OTkBNFoVEbgHOfTIuXtt9+GVqvF7Ows1tfXcXR0dCZSkWhGqVQSlISkcqoTqZYmn9VmsyEejwtiS3RCo9EgFAphdnZWTJKpfiQKy4OcCmKr1YpwOIzj42MRiNRqp1mw/AxNTU3w+/24evUqisUienp6sLS0JKIMClXYcBHB1mg0SCQSZ5TcFPjw/uE9yEK0vhhYX18XEZder5cx29raGsrlMu7duydNBgUGpHTk83lcuHBBilcix7zv6gsn/nvk2fr9fty8eVNMql988UXcv38fiURC0FOilh0dHVhYWBBuLRXHZrNZlPlEk9PpNCYnJwU95XdC/0WTyYQHDx4IdzgWiwlSySkH0UutVguTySQFLIUs8XhcGgNaknHqQQoA0UeNRgOLxSLvR6/Xw+FwCP+vvb0d4+Pj8t0xFODBgwdYXFwUESGV0qQctba2iu8p6QY6nQ6Dg4PI5XLI5/Po7OwULrPFYhFrHiJgbLBJ3+C0gWBAR0eHCAQpdiGXrlarCUcykUicaWrtdjusVqvQbejdqVAohGdMugkRzqamJgQCAWxvbwsVgkbw5Mkzz3lmZkb2TnJY1Wo1rl27huPjYzx8+BB+vx/Nzc1YWFiQ5pdNFHCqri8UCmfscI6Pj+U8Ym41hWD1Pr98tvR6vSCOer0e169fR6lUkgb02rVrolo+OTnB1atXxTPV5/NJTO5nWc8KxGfrv3S1traeUVMVCgVJ9Dg8PJQiAYDwhDKZjByW+/v7kkdJh/2dnR0Znfb29mJ1dVXUZRwP0r2fr03OFXkiHOXycK/nq3B0SE9BPnDd3d3CF4vFYggGg4I6ud1uTExMCOeo3nKD5Hx2we3t7cJ/IxGdo82LFy+KHcfBwQGUSqUITKiOXVhYgN1uxxe+8AXpjCnyCYfDKJVKUKlUSKfTiMViguhRFFAqlbC7uytjTqfTiY2NDXR0dCCfz0uSA98TYxWpfqXpLon77KiJDtBeo56TypHswcEBdnZ2cO3aNezv72NnZ0dSONbW1mA2m7G3tycj5GQyKYVKLBZDY2Oj8JJYIFAcYTKZJMKrublZ1Id2u102Tm7ac3NzIlw6ODgQ7qXP50NrayvS6TQ6OjqQy+VEQMSx68bGhqSHtLW1obu7WwoeIoEHBwewWq3i60YqwfHxMdLpNNxut0QW0v+R3FabzYalpSUpxi9cuICJiQkZBfN+oalxJpOR1B1yQTkioxch0WIuNkyFQgEOh0NG33a7Xe5hFtEsfokGajQaQeZogK3T6aTZYKwY6RpUujN2jUb2bIzIq6qPTqOpfy6Xk2K3VqvB5/OhWq0ik8mIevv27duIRqMyWquPheQYnoIeijI4PqXNDkUKra2tyOVy0iDs7e1henpaGiH69pFiQkeAdDqNmZkZscUql8tCESkUCnC73dLM8Lvb2dmRfYCqbJ/PB4PBII00x4tE61nwMsqO9I9YLCZuDpFIRIRK7e3tUlgy/eng4ABLS0tnLG42Njbw3nvvSYFDIdbg4CAGBwfxxhtvIBQKwe12y15y4cIF8XStzw1vbW3F0NAQKpWKZC+TO0kjcvJC4/E4IpGIxMqxqWpqasLu7q54OZLDSPpGJBIRWktnZycWFxcFReNn/8Y3voFsNotisYhqtYo///M/x49//GOhpaTTabH0YYHIYou0JXqtMqGIfrdMg+Eezj2e8ZbkHJMPTQ4ro0nv37+PlZUVSdYqFAqCuh4eHuLcuXMIhUJC+WBAARFWTsrqfR8ZikCLpP+M9axAfLZ+q0uv1yORSCAYDEpKABed6T/++GPo9Xp0dHSgo6MDc3NzkmJBVK+vr0/UaufOnRNC/uLiIjY2NqQDrS8QaRuRTqcRjUblkCgWiygUCsJXYmQYY8aamprgdDoRCoVERbaysoKlpSWJ3mpra8PS0pKMqXQ6HeLxODY2NjA1NYXx8XFR4FEMwXEmD10KYJiyUCgUUCwWBamMRCIoFosYGxtDKBTCrVu3cOfOHdnMpqenEYvFsL6+juvXr+P69etQq9WIRCLo6OjA8fExvvvd74odCk1Y/X4/fD4fhoeH8fOf/1x8tmh98ujRIym+61W2vb29+Nd//VdoNBp4vV4cHR0JglGpVBAKhRAOh5FMJuHz+fDw4UMZ546Pjwsyy9fmQUr16N7eHv7u7/4Oq6uraGlpkbQBj8cj6Ag3daJp5FlarVYpRgCIAXm5XMbMzAympqbkcOY4s96XrVKpIBwOIxKJCMmeYziai0ciERwfHyMSieDy5cuSoVrPhT0+PobJZILH4xHUeGtrC9PT00LmJxLEUZHf7xeEIR6P4/z580gmk3J9mb5CDtXU1JSgLizcOeJnjNne3h6WlpZEtDQ3N4eFhQWsrKzgwoULMJvNUiTSQ7TebYBWO1T10u+TiUnkObKQ4mfV6/XyPPEAbG1tlXvS7/fjpz/9qQhwNBoNXn31VSwsLGB5eVkOQppm8/qRg5XP59HT04Pe3l4Rg9FQnkVssVjE3bt3JR2GjSJ97+jxSYusYrEoCvWjoyP09vZidHRU9hEirGazWZKQeM1KpRI0Gg0GBwcliu3NN98UFW+xWIROpxMHgHg8LkVfU1MTMpmMFNxGo1FGiLRRGh0dPcMzY0zfwsICtre3RXTz9OlTxONxvP322xgdHRVxDoUPRN041Tg6OkImk8H169fR2NgowrhgMHjG55NUjMbGRkmAooemx+ORPaW9vR1LS0vSNDImtVgsolgsCl+PVj+0SaqnaCwuLmJlZQXHx8fwer1wuVyYmpqSkTEN0bu6usTMnalTra2teP3113H37l3cv39f+K3cz3t6ehCJRDAyMiITJ7onWK1WsYliHOPe3p64UJycnAiyS0oDBUwcRTMB7K233pLvnsXbxsaGXDfuXbFYTGIA9Xo9PB6P8MkZAdrd3Y1isSjXgYUup2Wtra3wer3Y29tDOp1GMpn8zOf1swLx2fqtLtq17OzsoKenRw4bjmU5PlUqlTg6OoLX68Xo6KhsTHwoPB4P+vv7sba2hu3tbemM6fvGhIhfRBBdLhd0Op0Yu9psNkG2GEVF0+3Dw0MZexKlAyBpKQqFAouLi3C5XPjyl78Mp9MpBOr29nZ8/PHHsNlsuHv3rigBR0ZGYLFYJM6LJGZ2olRfssAwmUxnouToPXZ8fCwbZENDA86dO4eJiQncv39fEE6v1wudTodUKoVAIACdToerV69iaWlJ/NGI2nIsyZE3rx/tTziy5vfX1tYGo9EIs9mMo6Mj+P1+FAoFGAwG4aE9//zzgnAeHR0Jn5E2REqlUsyptVotMpkMotEoAAh6xZEllaVWqxV+vx/b29vY2NiAwWAQoVNfX5+oLwuFApLJJL72ta/h8PAQ9+7dQ61WQ7lcRjwel7ENUwmGh4cBQEaYjOOimKZezcnMbLPZLHnOjGokzYCedvQZJR/SZDLB7XZDr9fDZrOJ4rZUKqGpqQnBYBDDw8N49OiRfMb5+Xnkcjk5PGiBQTPklpYWPPfcc6hWq1J46nQ64WURoeRBSyTp8PBQeI7Mxp2dnZWDj96SRBQ5Ql5fXxfrm0gkIpMAFugsBknUJ7pjMBjQ0dGB/v5+TE1NiU2U2+2G0+lEY2MjcrmcuBxMTEwIHzOfz0OlUsHr9cLpdEoTdnh4iFAoJMWZw+EQ31S73Y6NjQ1kMhmsrKyIywDN9hknyqg/Nmq0JqFPHr3tmOJB03kKqNhMOhwObG1tYWNjAxsbG3C5XGIVxFH1wcGBFIf0seNzxcaDNINoNCrTCFqczM/PS2PDseX29raM6VOplPyMSqUSKxcWnKQS6HQ6LC8vY39/X+yATCYT/uIv/gLZbBbf+c535HlbWVkR3mxDQ4M8DzabDW1tbSgWi0gmk1I00arM7/djZ2cHdrtdeHXkSHIkzaIul8sJ95WFO90ErFarOGZsb2/DbrdDqVTKPkkOstFoRKFQkGKVXGmeN2NjYzg6OhKk/MqVKyKYMhqNePjwoYjk1tbWhFJweHgoCPjg4CCi0ahQkDo7O3F0dASLxSKfm9+7wWBAJBKR69vV1QWj0Yjd3V309fUJUOLxeMTw3el0olQq4fj4GE6nE1evXsXx8TGWlpbw7W9/W0Rxe3t7uHPnjjQsVK7zOSBv+LOuZwXis/VbXdxMi8UiVldXMTAwgKWlJTE5JopBpIQFYeCTmDxGT9EXSqFQYHx8XMx2s9ksZmZmhEfDMSh/dTqduHLlCh4+fIi5uTkAkLgmplF0dXVJXBSNmlnA8rVaW1tldOhyuWQjZtSRyWSCVqtFIBCQcdjY2BiUSiUWFhbQ1NSEzc1NMT9mmsL4+DgqlQq6urrQ0dEhG21vby8AiD8h+S7k73V2duK1115DNBoVtJGH++LiIk5OTvDKK68IQmQymcSQl2hKfYEIAFevXhXjYY67g8Gg+Da+++67SCaTkp/L60GiNMVFTGmxWq1IpVLo7OwUXuZ7770nNkMsLqiE3d7elhEZABEl1as3mQrBsSRHqTzAk8kkOjo60NPTg1u3bkmUFhsRFuzXrl0TFTMPhHQ6jY2NDen+yc9i1FsgEEA2mxVuFD02KU6hkODatWu4e/euFN6bm5vi10iDXGbJJpNJ/PCHP5SxbKFQEDV+S0uLxPaRn/jo0SN873vfQzweh9vtFgNvjpP39/flgHW73ejt7YXBYMDTp09x//59uf/tdjtCoRAePXok0V/RaFTQOiKsbNxYLCwuLkqucr2nKceNzMqtN1Dv6+tDKpVCNpuV4p8NYywWE9NqlUqFjo4OrK2t4eTkNHf3ww8/hEKhkEKzVCqhr68Pi4uLMi4ul8vybPf29orylQk26XT6TBQkiyY+k1qtVprEzc1NLC8vS6GWy+UE9XU6neKByWdApVJJ6lE+nxc6DS12mFCztLQkFjfkJ9ZqNeHSMS2K4puNjQ2xSyJflUIIKsYZuWexWJBKpcQ+hwbVLNj8fj9CoZCM7ycmJiQCjxYqFNIQeWtpacHY2BhsNpsIhy5fviwCDY1Gg0uXLknxSNsWk8mEWq2GQCAAj8dzRoRGU3iO8p1OJzQaDa5cuSKeg7OzsyJQtNlsUgRRPc6mT6/X49VXX8XIyAi2trYEsR8eHhbVPQEFOkxks1nhv/f19UnIwOuvv465uTmkUin8+Mc/ltQfFl9U+Tc3N2NwcBD3798X4/6BgQFRJ5dKJXR0dKBWq6G5uRnDw8PY3NwUuyci/DxXmLDF/YXNNtFWou9EKLe2tsR83WAwoK+vT74/+sB+1vWsQHy2fqtLpVLh2rVrePLkCQqFgqAYAITPc+PGDSFD05CVHSdJzDzIyfniWJDcKbPZfEbYUO9rpdVq0d3dLSIVEvI53mHnyverVCp/qUAEICMvlUqFVColOcV2ux3xeBwAsLi4CI1Gg87OTqRSKUmFmJ6eRj6fF8d9jsTZgTocDvFlY4EEQHKK+V40Gg16e3tht9tlVFQsFoU/yQQI8n6IpLa2tuL4+FjEMQAEtaRfZHd3N2ZnT2PKmScKQLwWORI1m83o7OxEU1MTOjo6hB5w9epV5HI53L9/Hzs7O4jFYkilUnI4AMDu7i5SqZTwSMnTmpmZwcbGBmKxGDY3N4Wfp1arEY1GYbfbZSTZ3NwsEV7Nzc24evUqxsbGsLy8jIaGBkxOTgrvkv++Wq3G8PAwEokEXC4XPB6PoKNarRbt7e1YWVkBAEmD4KiJ1+DGjRtIp9OSWtHW1obJyUkpVGkgn8/nsbKyAq1WC4vFgvb2dkG3u7q6MDk5KQbRtJIJBAJYW1vD+vq62G1otVopqhgZWKvVEIvFcOfOHZhMJmxubiIcDsu9w0YiEAhII+JwOMQhgGbaP/nJTzAwMCAJSVS0s+gkp44+hMwknp2dPZPQ4vV6US6Xsbu7KwgsDd1pEs8c+M9//vN4/vnn8YMf/AA/+9nPBM1hgs3x8bE0OQqFQkyZieJsbGxAo9FgfHxc0HgWpI2NjTIZsFgsUmSRtgGcjuampqaQTCYlQnN7e1viGkkxqffLUygUCAQCUvBQWb68vIxcLoft7W0x83a73ZL80djYKHQRppk0NTWhWCzK5+bepVKpRF1NSzDuASzO3W43HA6HiJY4+rfb7Xj++efx5ptvoqWlRVBRxr+1tbUhHA4jGAzizp07YgXELO3vfOc72N7exvj4OIxGI+bm5kSERMX+uXPnoFar4XA4hMvN6Y5Op0N7ezsKhYKMkFlQ13OaZ2ZmpODlPdfZ2Sn8Z95rbLxOTk4kUSWbzWJ/f1/svng96D7AfO+RkRFcvnwZzz//PN5++23s7u7i9u3bSKVSWFxclGK2VCoJ/7RarWJoaEiQYTa5h4eHUlCTi8uzg/crs9xnZ2fF57Szs1Oe11KphGg0KqCC2WyWmNiVlRWx3SLHk2g2C9Lh4WGcP38e7777rtjuMFuapt4ETpLJpFB4Pst6ViA+W7+TZbFYRO4PQHwC+/r6cOHCBSgUCmQyGVFickTDsPlCoSCq0uPjY5RKJayvr8sBw4PhVxWI7Nza29vF4sDn8+Gtt97C2toaOjo6JGqKI9xfVSBy0eaDBHpyTmiqys6Z/lhMBOG4o77IuXbtGpaWliS+ju+XiwIE5q/ys6lUKgwODqJQKGB1dVUQVfJ6aF1DE/FkMinviWbnHKPzUDGbzQA+zdKtVquYn5+XcSXzb5kEYDKZ4Pf7hWvzz//8zxKZRvRQr9ejp6cHfX19WF1dlUKao5VMJiOoMT87lbg8EKPRKBYXF8W0l9F1tLMhSk2u5cTEBNra2iRftVKpwO12o62tDf39/bDZbIK61t8nFE5QVU/1LK95IpHAwcGBeKHx3+d71Wq1OD4+xtjYmBx858+fx1e/+lVMTEwIUre/v4/R0VEYjUaJB6PRMGMADQYDzp07J6lCRGudTqeME4mwVCoVzMzMoKGhQcxyqVTlwUaRjcFgQDqdRrFYRG9vL27fvo35+XkZ6ZNvRZNwCsfo8UhD8KOjI7HsCAaDgoBVKhXxKmSe8/e+9z2sr69jaGhIEDgm9tBShPd0uVwWCxGj0QifzyfpL0tLS1Kk8jPSzigUCuHixYtIJBKi0vZ4PHj//fehVCqFIsLnmQi5yWSSZ5IFAkeAROsDgYCgVUymoWF0OBzG7//+7yOVSuHmzZu4c+cOVldXRWRHOyAAMJlMuHnzJpaWljA2NiaNm9VqFduT4+Njyb4m+kbOHBXibPqoymUkIOkjlUoFJpMJNpvtzDPX1NSEaDQqtl6kVpRKJRwcHMDlcuH8+fPQaDRIJpNYW1uT74dFmN/vl2dld3cXDocDoVAIpVJJovQYoUeOL7nkjDRsamrC9vY2Ll++jKtXr+Lx48coFou4ePEipqam5DukWIX7aKlUQnNzMzKZDDweD8bGxpDP58X27P79+4KsqlQqLCwsCGeQzzL9X+mL6nA4EI/Hhev38ssv4/79++Jc4HK5ZF++efMmjEYj7t69Kwb+xWIRFosFuVzujBiQ93atVoPdbkdvb6/sq+TNMgzC5XIJ8stniyJEv98vXqSkVHBCdXJyAovFAoPBgPn5eaytrf3bh/B/YD0rEJ+t38li8bG8vAyVSgW73Y5UKgUAwq1Tq9WCDiYSCSkgyP3iRkHPKnq9uVwuGa1qtVq8/PLLcvATEaTVDhV8oVAI169fF8NZ2lMYDAZks9kzBSJfiyMjIgR+v188uFQqFW7duiXKN468yY90Op1wuVzQaDQyyqPPV30Oaf2BwtXf3y+jrvr3A5wWWhzpARDuFAvE+riz9fV1Mcdtbm5GOp2GzWbD+vq6kO4ZK0bUUqFQwOfzwWg0YnV1VVI2Wlpa4HQ6oVAo4Pf7RV08MzOD8+fP47XXXkM6nRYRT61Wg9frxcDAADweD1555RXMzMzgpz/9KXp6euD3+yVuMZPJYH5+Hk6nE9/61rfw/vvvY319XRDTo6Mj+Hw+UckCkHFMsVjE+vo6LBaLFFzxeFzU4Rzz0fy33hrC4XBArVZjfn5efDlpp0JvwkuXLsHv90OtVuPJkydYW1tDqVQSwjnf+4ULFzA/Py+ecSwGAKCzs1NGRTTr3d7ehtlsliI0GAzim9/8pjRU29vbWFpaEm8/5o0bjUYkEgnJeSXHj6rZ3t5ebG9vCzmfnMvNzU1cvXoV586dE0uTQqEghfH+/r6IpNbW1jA4OIg/+7M/g9/vxw9/+EPEYjG88MILIpzJ5XJ4++23JfHHZDKho6NDCmAa+dJexWq1ivcjn1ty/4LBIKampsQAn/cv7X90Oh0ikQji8Tiy2aw0LPQNLJVKUKvV+PrXv47R0VFYLBacO3cOyWRSri1jBJubm1EqlaQgZPYzET16RbJIpXG9zWaD0WiE1+uVa0w+IacDly5dwtLS0hlLHj5XTNNgQpFKpZLR++DgoCh1jUYjlEolenp64HQ6sbS0hOeeew7/8i//gr29PbE3oTKcgjeO+8nho8/g8fGxcFBfeOEFWK1WTExMIB6PY3BwEF1dXbKP1O+1RDYHBgbQ3d2N+fl5vPTSSwh8ksU8Pj4ukX10lYhGoxgYGBDxhd/vF3uxXC4nvolKpVIQRnKEeX9Q4BQIBGCxWISDziQlggKHh4dYXFzEnTt34Ha7US6XJSWGFCdyczk1oWJ/c3MT/f396Ovrw4cffohwOIxarSZUKPKRWdg1NDTgypUrcuaQo5zL5bC6uiq8cRbuAwMDuHnzpjwDNNzOZrPi2ZtOp5HP5yUTnGdIY2MjPB6PCCYjkYg0SmwmTCaTTNw+63pWID5bv5Ol0+kEjXA6nejt7ZXRH8cpL730kvy80WgU/gcRRL/fL4q/V199FXNzc6jVagiFQmhtbRXl4uzsLFwul4xrq9WqmKAyBYWbcygUgt/vP1MEUmnIh/3k5AS5XA5bW1uCrJGQXw/r22w24fLwwc3n8zg+Pobb7RavMfJqFArFGUWtw+EQ/ln9ohKcxVA9oulyuQAAs7OzKBQKgjbk83nMzs5CrVYjmUxiZ2dHSNUTExNS4DU2NkpyC4t3o9EIj8eDUqkEq9WKa9euIRAI4J/+6Z9QLpcxMDCAjo4ONDc34/DwUIppcoxoIEvEiYc/OY0kVVPBzbg+pVKJ27dvIx6PC/q3vLwstjharVaKII7LOUbe2dkRix1u2OT58b5bWFgQLlU8Hkc8HpfrB3w6RiYidenSJYyPj2NzcxNOp11y8p4AACAASURBVBPhcBgDAwOSv53JZDAyMiI+bA0NDRKh193djZmZGRgMBsls5kiZB5ROp0NfXx8MBgP+/u//HouLi4IODg8Pw+l0olgswu/3I5vNimVSR0cHVldX8bWvfQ2lUknuU6J7Q0NDYsA7MzOD5uZmbG1toa2tTRS9jY2NGBkZET/IhoYG+f6dTqeoyMmBcrlcqNVq+Pjjj2Xsxpg8iknIoaI/n06nw5e//GXhCT7//POo1WqYnp6G0WiU9xAOh0UQ09nZiZWVFXk+7t27h/b2dpw7dw7t7e1IpVJwOBwYHh7G3bt3cXJyIhYpH330EaLRqGTXNjU1IZFIwGKxoLOzE4VCQXhcbFxMJpMUi9lsVhJb9vf34fV6YTabZazPEfbx8bHwSJVKJd5//30sLy8DAObn58U0nNxdxmPWC/ZoY0P0qB75t9lsuHXrFuLxOIaHh5HP5zE4OAiHw4FoNIqnT59CqVTi8PAQDodDTOYTiYS4JFQqFUELrVarqHM3NjYEPWxtbcXTp08lMzoQCKBarSKRSEi06fr6uljsAKej72AwKAbgtVoNSqUSN2/eFJ9Ieqs2Nzfjxo0bWF1dlYKJdlR8LZ/Ph1u3bmFiYkI4rRzJsqjlM0t032KxQK1Wi/q3ra0NWq0Wq6urMvalKK5SqeDKlSuYn59HJBKRyQM5p+FwGM8//7zsAR9++CGUSiUsFguy2SxmZ2fhdrthMpmgUqnw5MkTuQ8AiIKevoj0/9zc3ERraysGBwfFtYARf8BpoT0yMoJUKoVcLoe9vT25j0mFYkxtIpGQ/PWBgQHcu3cPCoUCiUQC165dw/DwMNra2jAwMPCbHMm/cj0rEJ+t38lSKBR47rnncHBwIMICZiP/qsWx2sHBARYXFwGcCldoV7O5uQmj0SijaYPBAJfLhXA4jJWVFSwuLmJ+fl7I8wDEFoBdZ3NzM7xeL7q7u+XhtdlsePfdd5HNZvH9739f3g899ba3t+Hz+XDu3DlR6AKQUQhwWsBduHABh4eHWF5eRqVSwa1bt7CysoLDw0NRszY0NEjcHwn1SqUS5XJZ+E/ApwfL8vIylpaWRNlrMpmEh0RlLOMC4/G4qKuZdBEMBtHR0YEnT56IQpa+am1tbaKK3d/fF1SCRV4ikRBrEioFWSAmk0npdqnO5Ge5fv06vvGNb0jROzU1hSdPnoitxq1bt9Da2ipju0AgALfbjfb2dmxvb8PpdGJzcxMTExPiHcexWrVaRTabxbe//W3Mzc0Jx2hrawsPHz6UkT6VmalUCu3t7YhGoxKlRnSQK5VKYWtrCz09PWhpaUFfXx+cTifa2trk18nJSRmFkZDf2NiI9vZ2/OQnP4HD4UA6nUY4HMarr74qKvZYLIa9vT2kUimsr68L0b2vrw/d3d0yWq7VaohEIpLEQs4TrxcNezk+3dvbk2zw8fFxORx9Pp+o/YPBIAKfZBdzzEerk0KhIOgqD3sAkkxRqVSwtbWFu3fvCufx9u3beO655wCcJoRQjZ5KpUQUsL+/j+XlZczMzIj3HO/npqYmXL9+XXLWs9ks/H6/8DVzuZwUi0R9w+EwbDabPHekRnR3d+P3fu/3sL+/j9nZWaRSKRweHkox7na78fnPf15M3G/evIl79+5hbm5OeK1UmZNyQZ9Hv9+P5eVlvPPOO5IJzBxir9eL4eFhQUIXFhakWaB6t6urS/wjKShhIURe3eHhoYyT6adKXnJbW5so6xmVWU9JePjwoTgPpNNpRCIRZLNZKU41Go2MYfv6+vDRRx+Jkluj0WBnZwfBYFBEGbFYDE+fPhVD7lwuJ3F0XC6XC01NTVLok1/HSRBfm5npS0tLSKfTKJVKgoxptVrcuHEDCoUC7e3t8vkrlYqYn+t0OvT29iIWi2FychKjo6M4OjpCd3e3KIDZpJjNZklG4UgdgNBryG8/OTkR5H9vb0/G4fXnFBHb69evY2trC7dv35YG9q/+6q+Qz+fx+PFjQYI3NzdRrVbhcDjQ29srNJ6rV69Co9FgZGREVPhcarUa3d3d0hjF43H5nnmvkBtO4/R66gfRRmZW08Xhs65nBeKz9Ttb9QXVf3S1t7cLgZmbB1V/jDgix49IgVarlREEFZ0AZFxTb64MQDYjAMJN83g8+OIXv3jmvbB4unHjhnTU/DwcLwGQXwcHB+FyucSbjgrcWCyGx48fS1g9D0GiEBMTEzg5ORG+D98bhRyjo6NYXV2VgpQKNxaaer1eUBSmzTADmDm7RDTtdrsUfMDpSP7y5cu4desW9vf3xe6EdkBmsxnBYFAQLSKsHB9ns1k8fvz4TALEu+++K69fq9WE+7a3t4enT5/C5/NhYWFBLFmam5vhdrvPvCeOiGu1mmT8stMeHByUWEH6FtLWYmhoCHq9XqLTmL7i8/kwNTWF3t7eMxt3IpGAXq9HIBBAMpkUlIYGz11dXaLUpKK0r68P29vbwkXTaDQoFotobGzE3bt3BW0DIPxPFv2JRAJ2ux1NTU3weDxirfPee++J4GljYwPr6+ti7t3S0iKec729vWhpacHOzo4U6OTlcmRrtVrF4mhxcRGhUEi4jdVqFffv35f7tD47fXV1FTabDQMDA/jSl74EAMjlcnjuuefkmeTiPVQqlRAOh4VG0tHRIcKeSCQiz1gikcDa2po0iWq1Grdv38bFixdxeHgIj8eD4eFhfPTRRwBOeb9s/A4ODuD1esWbsL+/H/39/YLaXL58WRC/paUlEeaQm0jax9bWlqTL1KeRpNNpUfkTjU6n07BarQiFQvB4POjq6sKVK1fQ2NiIlZUVzM3N4cqVK6hUKpicnBRhxJUrV3Dv3j1Uq1WxpxkcHITf7xcRSK1WQzabFRQtkUhgfHwcLpdLxvfd3d3CeTs4OECxWBTrHGaXsyAkvYVFFJ/fqakp6HQ6GdObzWb09vaiublZjJnj8TgMBgP6+/vhcrlgt9uxsrIiwgrgtIgaGBiQpCyXyyWG2FtbW5K8RONrqph5/9KQend3VygEtDpi05ZMJmXqU6vV5JrSWoeqbr6Wx+MRTuQv7tmPHz9GQ0ODFMEc1Y6MjPzKArGtrQ3nz5+X90e7HKLvfr8f586dkyhFNqzHx8cIhUI4OjpCe3s7QqGQUH84/anfB3U6nSi5PR4Pbt++LaPyzs5OEWy6XC6YTCY4nU7EYjFJolGr1fLe3G43gsEgPuv6b1UgKhSK/wPA/wYg/8lv/WWtVvv5r/i5LwD4fwA0APhOrVb7H7+1N/lsfaZFIjlwar7q8XikYCD/ZWdnB4FAQJAgn88Hm80mhs08mH5xsUBcXV1FoVAAAOGleDweKSy5CoWCjGS5/q0CsbW19cxDS9GC3+/HW2+9JdzDUCiEL3/5y2Ii/uTJEywvL8Nms8nfpYWL0WhEPp+HyWRCT0+PxISRCxcMBuF0OiWvlB0prXtodVIoFAQlqV9MRqj/HAAEdfB4PEL8ZtcPQCwWWGyVy2WEQiE0Njb+0nXUaDRwOBwol8sAIBYZvzha56o3Zua17u3txfz8vBQFXV1d8rrM465PEolEIohGo/B6vRLnl0gkpJisX+l0Gu+88w6WlpaESK5QKBCLxfDWW2+d+e4vXryIbDaLjY0NKYwBCFl9dnb2DFpN5JYHGRMVisWiJLdoNBr09/ejs7MTer0eH374IQ4PD0UNazKZZPR17do1HBwcSJyYx+NBX1+fRBkCwPnz50UEwcLt+vXrAE4RlnQ6jWq1CqvVimAwiGAwiEuXLiGVSkmxMTU1Jd/v6uoqVldXz1wHq9UqyvCBgQEZldLHsK+vT+5vFme7u7u4ePGi0BouXrwI4PS55NhvaGhIimvgVF2fyWQkCaW5uRnr6+t44403JDmIPD+n0yljSHIKDw8P8fDhQxSLRezt7aFSqUhhzSLd7/eLMXV9Njwthx49eoR8Po/JyUkAECSQimP+3v7+Pu7evStjUSYv8dBvbGyUGEi9Xo/z589DrVbjypUr6O3tFRTSYDDgS1/6ErRaLS5duoStrS2sra3hnXfegc/nQzgcRi6XQzQaxSuvvIIf/vCHaGlpQTablRz6J0+eSGHMkXQ+n0cwGEQmkxF/2kQigeeff1443owJzWQyZ+g0jY2NsNlsWFxcxI9+9CMAwKNHj7C5uYmVlRXk83lpALe2tuB0OnHx4kVp9EulEpaWlrC0tHTm2dvd3cXKygoymcwZnh3/Z7fb8dprr6FcLuMf/uEfxJ/T7XafaSq5nE4nPvzwQ/T19YmanXQJj8cjBTn3nu3tbZTLZXzwwQc4ODgQVI6cTLPZjFAohD/90z+Vz5xKpUSw1tTUJP6gvE7Nzc1CPeKiS0EikZDELSKfBoMBnZ2d4uoAnO6v/Iw7Ozu4f/++OB8AwIULF840+v+z679VgfjJ+r9rtdr/9ev+UKFQNAD4NoCXACQBPFEoFD+t1Wqzv603+Gz956zGxkbcuHHjl36/vpCq/1kAv7boAE4P4paWFuRyOVFXApAIvnrkCzjd9H/xIeS/w7EKX/fXLZfLBafTiWAwiPX1daRSKfT29iIYDMprdXR04PHjx3jnnXfk742PjyMajcLn88FqtUKv158pVBkiPzw8DJfLhcnJSRgMBvzhH/4h/vEf/xFGoxGf+9znsLa2JghsJpMRg+j6z0hB0a+6XsCnFjgU8QCfFogUa1DBTET2170ezccBSCPwi6uhoQEvv/wyksmkWNi0tLTglVdewfT0tIggrly5IsjcLy6TyYRoNCrFLxGWqampMyhItVqVESKvcSQSQUtLi5Df61csFkM2mwVwam/T3NyMSCQiWdwNDQ0IBALyOfhdDQwMoL+/H3fu3JGCdW5uTj5bd3e3cIpmZ2eRz+fh9XrR09MDj8eDd999F1arFfl8HhMTE5LT7ff70dfXJ8UrEQoWOOl0GoVCQQ4eWkQBkMzovb09XL16VdJdrl27Jgpbn88nhSxXuVxGJpMRlXIsFhOTYx6w9QR6pVIpBSD9Anlt6NPJRdSai1xXGtTXajUkk0msrq6iubkZly5dQj6fR7lchsfjkfxjjoIjkYiMrmmArNfrcfPmTZjNZiwsLECpVIqNEuMLlUqlWEEdHx+LCIzL6XSK4XZHR4eoiiORCNbW1rC2toadnR3JoH7w4AFCoRB2dnbgdDpx/fp1fPOb3zxDd+Cqf37ouRoIBKDRaLC9vS33CjOhdTodwuGwNKC0cbl9+zYikQg++OADKVh8Pp/wGycmJoRbSQNuNj9dXV3y7ACnSFsqlZKUEACiPtfr9WK5RfFPY2Mj5ubm4HQ60dzcjHPnzqG/v/+XPiupAT09PWhtbcULL7wgf7a+vo75+Xnk83mxQqNy+NctRov6/X7Z78jrI5r/4MED2duYdsTvtp6jHAqFBAXm0uv1yOVyeOmllzA1NSUNc/0+pNVqfwlBZHKRx+MRtT7PFpr6v/zyy7/yM3k8Hpz//9h70xi3z/zO8/MnWSSLZBWLdd+3pFJJJeuyZavbtzPp9CQ7s5seTGMwwW6yQRYD7AIzsy8X2AVmsS8W2AWywLxKkJ2ZLILpNNxB+hi3HduydVmSVYdUJ1kHWawii/d9n/99Uf08KUqlw5ZsWcr/AximitfD//E839/5nDvHu+++Kz2sD1tzvgovokB8FK8Am6qqugEURfkJ8E8ATSC+wOj1etnn7WGvOTgBCdLpNG63u2GhEoiwr+CgB1Hkod0b5rgXRVH4F//iXxAKhbh79y42m42bN282vEb0wxIMDQ1htVp55513qNfrhEIhPvzwQ3p6erBYLA1buoktywwGAx988IHs2Sga2yYSCUwmE+VyWVb6HURMnPcyNDSE1+tlfHxcet8EBwXAwMAAy8vLwP0tgg5iNBp5++23ZZjnQeIOkDl1oqod9oX822+/LatND07c99LX18ebb77ZMM6zZ8+SSCQIh8P3eTJgPwfv3LlzcmG8V6zA/qIxPDzM/Pw8ZrOZrq4uhoaGsNlsGI1GKdjvReSXDgwMyJ2FwuGwzBkU4W1AGhJWqxWXy0U0GmV0dJRcLsedO3fIZrOy/5qiKHz22Wfye0RuoCiw6u7uJhAIyG3mRH9LIWLFbi6Tk5NEIhFOnDjBxYsXH3hcARluP3HiBOFwmO3tbdLpNJlMRho5Pp9PCukHEY/HZZuehyHE5CuvvMLLL78sWyqJEKroS+d2u6URKNr39Pb2cuHCBS5evCh3PDEYDHJnoVqtRj6fl8cjEAgASK/sQa/0QQ5u8wn7kQiROym27Txx4oQ0pMTuLsePH+fs2bOHer8eRVdXF+FwmLm5Obq7u2U+qijyKJfLZLNZ+T0TExNyP2chZIT3/Ny5cxw7dkzm1YnwLewLVOFxfhh+vx+Xy0VzczNnz55lZGQEt9stW7xsbm7KfMy+vr5DDXvR20+M7aAo7erqwul0yjZHogPEkSNHHjgmYcz4fD6Z5yeiMRaLhWPHjsnPgf0OAydOnLjPEbGxsUEkEpHFVwKRIjE4OEh/f7+8Bw8az1arFb/fz+3btxt+p16vp6enh9/93d+V88Hj0NbWhsFgwGQyPfB6/Loohy16zyu/CTH/d0AamAX+Z1VVE/e85kfAD1RV/ePf/PsPgAuqqv6PD/vs8+fPq7Ozs9/EsDVeIHK5HCsrK5w9e7ZhUnhc/H7/YycXixyoSqXC1tYWxWKRQCAghaToZwfIlj2w73X50Y9+JNu2PGxLJlFs8ihu3LjB0NCQDG2+9tpr8rlSqcT169epVqucPn360IXgRUNseSh2RYB90XD69OlDvUKCVCrF0tKSXIwPY29vj5WVFSwWiwxDHkTkVKXTabxe76GGzUFEcjvsC0eXy9XwHhHiNhgMvP7661+pfYaqqly7dk32lBR9NE+fPv3I95rN5oaOAo9CFKCIvXwvX75MqVSir69P/j5hOIkFeGpq6qGC4mkhuimIXo29vb2yhYwYVyQSQVVVKe6+DpVKhZ2dHZxOZ8M1NDMzQ71el2FLi8XCyy+/LI+D1+uVPQMPo16vc+PGDUqlElNTU4caOYdx8+ZNIpEINpuNY8eOMT8/z1tvvfWVriGn00mlUpFtce79vaIqHLjvXjiMa9euySbrx44dw263k0qlZJeEe+fDgYGB+9Ji8vk8ly9flrs4HWyP9SgikYjsuCEQ+2OLnVO+Kge97gdRFGVOVdXzX/kDxfufN4GoKMonwGEumf8FuAlEARX434E+VVX/6J73/zPgt+8RiK+oqvo/HfJdfwL8CcDw8PA5EYbR0HgeEKE3QCaea3x7qKr6lTwBX4VcLtewLeKTIlqriMeiGbbYZk3kUn3VorJ7EV65r2M8fVXE9n73ftfBVjMHuwO8SNxrYHxdwfmkqKoq0x30er3cteVZ8rSuQbE7lSiS+S7ypALxuQsxq6r63uO8TlGUPwd+dchTPuBgP5VBYO8B3/VnwJ/Bvgfxq41UQ+PZIvJ/NJ4N36TweNqL7MGcpW9yAT9MsH1TPEjMPmuB8m3wXREsoqhJ8F049k/rGhRG04vMd+MqekooitJ34J//NbB8yMtuA0cURRlTFMUI/Bj4xbcxPg0NDQ0NDQ2N54HnLsT8MBRF+f+A0+yHmLeB/0FV1YCiKP3st7P54W9e90PgT9lvc/P/qqr6fzzGZ2eA+zP4NZ4XOtlPP9B4/tDO3fONdv6eX7Rz93xzTFXVlke/7HBeKIH4TaIoyuyTxPI1ni3a+Xt+0c7d8412/p5ftHP3fPOk5++FCjFraGhoaGhoaGg8OZpA1NDQ0NDQ0NDQaEATiI/Pnz3rAWg8Edr5e37Rzt3zjXb+nl+0c/d880TnT8tB1NDQ0NDQ0NDQaEDzIGpoaGhoaGhoaDSgCUQNDQ0NDQ0NDY0GNIGooaGhoaGhoaHRgCYQNTQ0NDQ0NDQ0GtAEooaGhoaGhoaGRgOaQNTQ0NDQ0NDQ0GhAE4gaGhoaGhoaGhoNaAJRQ0NDQ0NDQ0OjAU0gamhoaGhoaGhoNKAJRA0NDQ0NDQ0NjQY0gaihoaGhoaGhodGA4VkP4GmjKIoZuAKY2P9976uq+r/d8xoT8JfAOSAG/HNVVbcf9rmdnZ3q6OjoNzFkDQ0NDQ0NDY2nytzcXFRV1a6v+/4XTiACJeAdVVWziqI0AdcURfm1qqo3D7zmvwcSqqpOKoryY+D/BP75wz50dHSU2dnZb27UGhoaGhoaGhpPCUVRvE/y/hcuxKzuk/3NP5t+8596z8v+CfCffvP4feBdRVGUb2mIGhoaGhoaGi845XIZVb1Xfjw/vHACEUBRFL2iKHeAMPCxqqq37nnJALALoKpqFUgBHd/uKDU0NDQ0NDReRCqVCh9//DG/+tWviEajz3o4X4sXUiCqqlpTVfU0MAi8oijKyXtecpi38D6ZryjKnyiKMqsoymwkEvkmhqqhoaGhoaHxglEqlajX6wCEQqFnPJqvxwspEAWqqiaBz4Ef3POUDxgCUBTFANiB+CHv/zNVVc+rqnq+q+tr53lqaGhoaGho/AOiXC7Lx5VK5RmO5OvzwglERVG6FEVp+83jZuA9wHnPy34B/Le/efwj4JL6PCcKaGhoaGhoaHxnOCgKn1eB+CJWMfcB/0lRFD37Avinqqr+SlGUfwfMqqr6C+AvgP9PUZRN9j2HP352w9XQ0NDQ0NB4kRCi0Gw2awLxu4KqqovAmUP+/r8eeFwE/tm3OS4NDY2vjtvtJpVKcebMfbe0hoaGxncWEWK2WCzPrUB84ULMGhoaLw7RaJRAIPCsh6GhoaEhUVWV7e1t8vn8A18jRGFzc/NzKxBfOA+ihobGi0O5XKZWq1EqlTCZTM96OBqPQa1Ww+PxoKoqo6OjNDU1PeshaWh8LaLRKKFQCIfDQV9fH5FIhFqtRjgcZmdnh7GxMU6evLdJyj6VSoWmpiaMRiPVavVbHvnTQROIGhoa31lEmCafz2sC8TkhFouxtrYGgNFoZGRk5BmPSEPj6+FyuYjH9xuc9Pb2EgwGG55/mGdQCMSmpiYqlQqqqvK87cehhZg1NDQaUFWV3d3d78QOAAcFosbzwcFFM51OP8ORaGgcTqlUIhqNUigUHvq6XC5Hb28vTU1NBINBBgcHefPNN3nnnXdob29/6PsPCkTgufQiah5EjeeaWq0mm5EeRK/Xo9Np9s/XIRaLcefOHUwmE93d3c9sHKqqSrGRy+We2Tg0Hp9CoUAmk6FUKmGz2TSBqPGd5Pbt2yQSCVpaWnjrrbcOfY1IbWlra6Onpwe3282JEycwGo3Afm5hIpF44HeUy+UGgSgE4/OEJhA1nluKxSKffvrpoQLxYTe+xsMplUrAsxdlBz1R36YHcW1tjd3dXfr6+hqMDJ1Ox+joKM3Nzd/aWJ4n3G43KysrBAIBdnd36ezspLu7m4sXLx4aWqvX63g8HkZHR9Hr9c9gxN8NisUim5ubh85j/f39dHZ2PoNRvbhUKhUp7B42r4jnLBYLAwMDDA8PNzxvNpspFosPDB1XKhWam5sbBOLzhiYQNZ4ptVoNnU533w1WrVa5c+cOR48epbW19dD3ZjIZ6vU64+PjWCwW+fdEIoHf76dQKMjFXFVVrl69yujo6H03ukYjIqz7qPDLN82zEIgHw+s+n6/huWq1iqIoTE1NfStjeRSiklKMa3BwELPZ/MzGk06nMRqNHD16FEVR0Ov1FAoF8vk8Vqv1vtfH43FWV1cxmUwMDg4C4PP50Ov19PX1fdvDf2YEg0E8Hg9Go7FhHqxUKuRyuRdaIM7NzRGLxRgYGODEiRPy77VajeXl5fvCsr29vQwMDDzRd4p9kfv6+ggEAg/07B0UiIfR3NxMvV6nXC4fmh99b4j5UQJxbm6ORCLB+Pg44+PjX+k3fVNoAlHjmXLr1i3K5TIXL16UrnuAra0tAoEAzc3NDRPHQYrFIgBjY2MNN3FHRwd+v594PC4nk2q1SiqV4u7du5pAfATflbw/4ck0mUyk02mWl5eBfU/ekSNHvpFwTSKRoFQqcfbs2fsWos8///w7FTINh8PymMD+AnT8+PGn9vnlcplsNnvoc4qiYLfbGzysxWIRq9WKw+Egl8uRTqfJZDJ88MEH9PX1cerUqQZjT1xniUSCwcFBVFVldXUVs9n8D0ogCuHwW7/1Ww3Hc25ujlQq9ayG9Vjk83kSicTXFm1ij2K3283Q0JC8PgKBADs7O1itVimai8UimUzmiQViJBLBYDDQ29tLIBCgVCodOpeICMphxg0gnQ+FQuGxBKIQu/V6nUKh0PC5qqoSCARQVZVwOKwJRI3ng1KpxO3bt6nVahQKBWZmZp74BhVUKhVisRgAH3/8sbTGLly4wM7ODkCDaLwXIRDv9Zq0tLRgMBikZQqNCcL5fP6BVqFGo0C8e/cuuVyO8fFxent7D329qqr8l//yX5ienn6qE5tYOAcGBvD5fNKjV6lUaGlpYWho6Kl9F+wvVm63G51OR09Pz33Pt7a2yorGr0q9XiebzT7QG/51iEaj6HQ6fvu3f5srV648dUE/Ozsr78/DaGpq4uzZszJPtVAo0NLSQqVSwWQyYbVaSafTLC4usry8TCqV4p133pHvPSgQAZm7WKvVnurv+K5TLpcPzZm2WCwEg8HvdPXrp59+CuyHwr/qGGu1GrVajcnJSbxeL7du3cJsNtPc3EytVsNkMvH222/Lz11ZWWF7e/srHY96vU40GqVer6PT6ejs7CQSidDZ2SkFXrFYxGaz3ffefD6PwWB44Bp0UCC2tbU1PFetVqnX6zQ1NWEw7MssMZ+tr6+zsbHBiRMn5HxZKpVkUeB3qZhFE4gaDyWZTJJIJCgWiySTSbq7u5+aQBSLz9TUFJVKhcXFRVZWVlBVVVpk994s4kaH/RvTaDTeN7EqikJ7ezvRaJS9vT10Ol2Dhef3+zly5MihY6rX63KBet4Sip8WYuFOp9PSg2EymR4o/rgsGQAAIABJREFUEFOpFKqq4nK5nqpAFOMYGxuTXuR6vc4HH3zwjXg3FxcXKRaLDA0NyUn9IC0tLfj9/q+VbO71elleXub73/8+DofjqYw3FovhcDgwGAw0NzdLg+lpUSgU6OrqYmJi4r7narUaq6urrK6uNgjE7u5uCoWCXFiPHDlCT08P4XCYmzdvSm9LU1MTY2NjwP51VqvViEQiwP49/w+p7+WDrqdHhTCfNclkUj6uVCooinLo7yiVSpRKpfuMIxEhsNlszMzM4PP5KBaL3Lx5k3q9zsDAANVqVX6m1WqlXq9TKpUeO5UiGAwyNzcn/22z2chms0xOTsrPuPe+KRQKlMtl0un0Qx0JBwXivQgxaDQa7wsxC6/pysoK/f39mM1meSwURdEEosbzg7hwC4UClUrlqYbYotEoer1eLkBXr16Vf3vllVe4c+eOvKnq9Tq3bt2iUqnwxhtvAPs39oMmis7OTsLhsJwcRCI47Oc5GQwGuUAJcrkc165dk8JkYmKC6enpp/Z7nxfE7xcWrdVqfaj4EAv7vVb00xrHwUVHp9NhNpufegGNqqqUSiWOHDnywBxDscBlMhna29u/0ucLob2yssL3v//9Jxon7C82qVSKY8eOAftedJFb9bQolUr09vbS1dV16POVSoU7d+4QjUZpbW2lVqvR3NxMJpPBYDDQ1NREIpHAbDbzu7/7u3z44Yf09fVhs9nY2dmRc4mqqty9e5dkMomiKKiqSi6X+06Kom+ChwlEeHAI82l999WrVzlz5sxXMlwWFhYacnQjkQjz8/N0dXXx8ssv4/V6aWtrY3d3lytXrlCr1fjX//pfN3yGWFuMRiM9PT0MDAywurpKvV4nkUjQ1taG3+9ndHQU+HuBGAgE6OvreyyRKFIkXn/9deLxOB9//LGMEAgj8ODcVqlUuHTpkiwY6u/vf+BnC+fE1tYWe3t7Dc8ddDIc9CAWi0XS6TQdHR3EYjHy+bwsdoF9AftdKmbRBKLGQxE3cbVapVKpkM1mG7x4T0IoFMJisVAsFvH7/Xg8Hux2O5VKhYWFBdbX19nb22NgYIC9vT25AOZyOSlaHlRROj4+Tk9PD6qqUiwWuXPnDkajEZvNRjQaxev1NgjEcrnM3Nwcy8vLdHd3YzabGyzkf0iUy2W5UNtsNux2Oy6Xi6amJjo7O3E4HGxubnLu3Dl0Op08L087DPYgr4TVan2kBzEUCrG1tcXMzAwtLS2P/K5yuYyqqg9ddJ5EIGYyGXQ6HYlEgng8/pXfD7C6usrW1lbD3zo6OoB9MSHCVE/jPIjw38OEiVjQd3d3pZHX3NxMtVrFYDBQr9eJx+McP36c/v5+xsfH0el09PX1sbOzQyaTkR6WcDgMwMjICNvb22Sz2a91jL7L7Ozs3GdotbW1PZZAfNrGlyCTyZDL5eRuIY9LIpHAbrfT0dGB2+2WqReRSIRAIMDKygrxeJy2tjZKpRJ7e3v4/X5ZvNTZ2dmQYyyIxWK89NJLjI+P43K5iEQiDQJxd3eXWCxGX18fP/jBD+S1vra2xuDg4H33umiwn8vlMBgM5HI5Wlpa5H1uMBjkOGB/banX6xw9epS2trZHHvfJyclDW92IHMf29nY5h+XzeSkkh4eHiUajbG9vS+eL+I1P29B7EjSB+IJSLpe5fv06J0+efKAH4HEQCbz1el12g38auVSFQoHr16/T09NDJpPB4/Gg1+uZmZnh9OnTpFIpDAYDiUSC3d1d/H4/3d3dhMNhQqEQ4+PjD504FUWReSUtLS0cP36cYrHIkSNH+PTTT4lGo3IxTSaTXL9+nVwuR0dHB21tbeRyuUdW8WazWRkuexiBQACLxYLdbieXy8mk/O8SsVgMr9eLqqosLy/LSbupqYlarcb6+jo2m41UKsXQ0BBbW1v4/X6sVqucYJ+25Vsulw/N/7FYLDJMcxipVIovv/wS2F+wHkcgPiif9SCiZUUymWRkZIRkMkk6nT606Gl7e5t4PC6vsTt37tDf34/RaCQWi30l8SNCrrFYDKvVKnMvm5qa5Oc0NzdLY+hptOE5bPG+F51OR1tbG+l0Wt4rQiCazWZqtRrJZFIKj46ODnw+nzyn+Xye1tZWGRGAfW/izs7Ot95iqVqtPlIQPwmFQoG7d+/e93eTyYTJZDo0lCnO49NIp3iQ4SCu+69iDKuqSqFQkEa42+1uGGMmkwFgb2+PXC6H1+vF4/Fw48YNeXxF4dnm5iYnTpygra1NFhJOTk4yNDREPB6XhRuKotDc3EyhUECv10uHhdFopFwus7m5eWiHgXw+T7VaZX5+Xv7t4LE2mUwNol1cd/39/ZhMJvL5vOyGcdi1ITz4j8JoNMo8auExTafTzM7O0tfXJwtWbDbbdyrvVBOILyi7u7tks1mCweATC0STyUSlUpGu8nQ6LQVitVolGAxSr9dle4rDvIuZTIbFxUUZIltZWWFra4v+/n6am5vp6Oigr69P5gDOzMyQzWaZm5vD6/Wi0+mYnp4mn88TCARoampic3PzsSuShXjp6uqiubmZdDot228kEgnq9TpnzpzB6XTK9xQKhYdOrFeuXKG/v5/Tp09TKBQe2JJiaWmJ9vZ2zp8/z+bmJjs7OzgcjgdWxz0LNjc3icViNDc3k0qlMJlMxONxWlpa8Pl8VKtVstksHo9Hho66uroYGxtDURRSqdS3JhCFKBWeqns5uNitr68Ti8UYGRl5aNNvsUg8SiCI0BAgPRz9/f0N4xDVuGtra1SrVU6cOMHe3h57e3tMTEzQ0dHxwBzYw7h8+TL5fB6/388rr7xy6HsPepuepkB8WJEYID3yQiCYzWbpEYvH41QqFXlPtLa2yuR92D9O936+EALb29s4HI4H5r0+bS5dukSpVOL3fu/3vvZnBAIBUqkU3d3d9xkAQkBfuHBBzsfr6+usr68DYLfb7/s8EZ580nZTlUqFzz77jIGBAfr6+shms3LeFNf9V6mWLpVK1Ot1LBaLNI4zmQxNTU3o9XqZOiAiALFYjFwux/HjxxkeHqZYLMoUg2KxSCQSYXx8XBpU4nrp6upiZ2eHra0thoeH5bUiUk9KpRJGo1Feq4elweRyOSqVCj6fj5mZGZqbm3G5XPziF79gfHy8IbwrXi+8fLdu3ZJzidVqlQVWX4fz589L4dzS0kJTUxOqqsrfksvlaGpqasi9LxaLuN1uYH/jh2PHjn3refGaQHzBUFWVWCzG9vY28NUsw8MoFArE43GCwaCsPDyYh7i7u9vQaqOnp0dacTabTYrFaDQqQw5ra2tsbm7S2trK8ePHSSQSuN1uSqUSW1tbeDweTpw4ISdQnU7HhQsXsFqtdHR04PV6CQQCBIPBx7auReKvw+GgtbWVjY0N1tfXOXXqFKlUSoY+arUara2tZDIZqtUqhULhPus+lUqxublJrVYjFApJQRAKhfjhD39433dXKhU5TnE+dnZ2nmpLkidBVVXi8TiDg4NMT0+TzWbZ2dmho6ODmZkZbt++LYV0JBLB5/ORTqc5evQoL730ErBf4BEIBB7r+0KhUIP36zBu3LjB5ubmoQUS4nzk83m8Xi+tra0N+/3mcjl0Oh16vR6n08nExAR6vf6hAlEsMo/Ka+ro6CAYDJLL5aQXOpFINBhh+XyeWq2Gw+GQIvru3bskEglisRibm5tUKhXZluZhRV+5XI58Po+iKESj0QeO72EJ818HsXA9SjC3tLTIULIoBhPCXfQpPSgQYf9YixSGwwSoaKDt8Xj4wQ9+8I23/BD5p0/K3bt3qVQqxONxLl68KP9eq9XY2toiFArh9/uB/etM/PYHtVkBpNfs66CqKktLS8TjcUqlkgxxRyKR+wRiuVx+bONCzGUHm0Dncjmam5u5e/cu4+PjGAwGRkZGeOmll/B4PESjUUKhECMjIywsLPDaa69hMplkYQrsz4miJ+5HH33E6Ogo8Xic5eVlSqWSnC/r9TrBYJBSqURLS4vstuB0Otnd3ZXjrNfrzM7OksvlCAaDxONxaVwpikI8HsdmszWskYFAgFAohNPpJJvN0tvbi16vZ29v74m8eq2trfdF3cR6Ks6x2WyWhma1WmVpaYlEIoHRaKRYLNLa2vqtt2h7pEBUFOW/edjzqqr+zdMbjsaTEgqFuH37NoDc6upJcgYjkYisLjYYDLS0tMicENifLPR6PW+//bbMPRHhP4fDwcWLF9HpdHIC1uv1GAwGhoeHGR4e5vz585TLZQKBAMlkks7OTorFItFolKGhIbLZLCMjI5w5c4bV1VVisRgnT57E5XKhKMpjV25WKhV0Op3sobe0tMRHH32Ez+fD5XJJK9Pv99PV1cXu7i5msxm73c7bb78tPyeXy3HlyhVg/6ZPp9PE43EikQi1Wu2+whnhMRGiQViR29vb9xX8TE5Oypyyb4J6vU4oFKK3t7dhokun01SrVTo6OqQwcDgcrK+v09/fz8WLF7ly5QrhcFiG/IGGxcRoNN7nQUwmk8zPz+P1eqnVauj1ei5cuIDH40Gn0/H2228fKniKxSJXr17FYDDwO7/zO/c9Lzyvy8vL0ut5UCBms1lsNht7e3uEQiFaW1sfGWY+zIOYTCZZW1vjlVdekTt9iPOzsbEhPWGxWKxBIIpzLMbpdrtl3zODwcDq6irNzc04HA7cbvdDBaLIb+rp6ZHC6jAOtuwQYT2dTke9XsdgMDA5OdkwB6ysrEjvhECv1/PGG29gs9nuCzFHo1HS6fR9Yk2kcYTDYTmGarWKTqeTeYXCOyWEvcg9fJAwKpfLMjfuzp07dHV1NZw/ITh6e3ufSqsjcb4OUqlUmJ+fb6goHRoaoqOj476CBNGeJ5lMNqRcwP5x+/TTTwmFQkQiEXZ3d+nu7mZ4eLjB6/wggWixWL52iDmdTuP1erHZbCiKgtFolPluQuwUi0Up1pPJ5AMFYq1W4+rVqzgcDpnWY7FYpMjN5XIYjUYMBoMsIhEGt16vx2q14nK5pPMilUqRzWYJh8PSQx6JRGhrayMej8s5tbW1lVwuRyaToVAo4HA4qNVq7OzskM1m6ezslMe/o6ODo0ePyjELb2AkEpEeuCNHjsgwb6VSwWw2UygU5Dg3NjYolUp4vV7q9TpHjhzBYDDg9/tl9bSYLw/rBfowVFVtuJ4URaFcLsvUC1F8FwqFGta6sbExPv744wZhfxC/38/y8jLvvvvuoRGVJ+FxPu337nn8ywP/VgFNIH6HOFi1lc/nmZubI5PJHBrCOEg+n5c3+EEymQyxWIze3l7S6TSRSESKCPj7kFZzczPj4+M4HA6KxSL5fJ7V1VU+//xzent7qVareDwePvroI8xmMxcvXiSRSLC8vMzRo0epVCp0d3czNTUlRZbJZKKjo4OOjg4sFgvxeJxcLkcgEKBer9PX1yerxfL5vLSyxG84aPEdTAR/6aWXWF5exul00tLSQm9vLy0tLej1esxms7wJM5mMXOTuPb5nzpyhp6eHjz76CKfT2bBn8EHRU6lU2NvbI51O09XVhaqqHDlyhGg02nAc0+k0ZrNZChDR3uJhHq1wOEwkEuHEiRNyQRPHQ1EURkdHGxoOi5YPp06dkqE7n88nq5Db29vl4iYm4rt376KqKisrK7LqrqurSy7w4rhWKhVqtVpD2Nfj8bCzs0MikcBkMpFMJvn0008ZGxsjkUjwk5/8hAsXLjA8PMzi4qIUXKFQiHA4zMTExKELp9VqRa/XE4vF5AKaTCblwiUS0sWWeXa7nVQqxRtvvNEwmWezWVZWVuQxM5lMDc9HIhGi0Si5XE5a/62trfh8PhYWFmhpaeHUqVNEIpGGsQqjzGQy0dbWhk6no7+/n0qlItvknDhxApPJxOrq6kP7csbjcQwGg7x2HuTpMhgMMhz5q1/9iuXlZQwGA2fPngX2iyEOelCj0Sg2m01WadbrdTY3N4lEIthsNr788kuWl5dRFAWdTiePkWjLAXDz5k3i8TgLCwt0dHTw7rvvUqvVyOfzfPbZZywvL6PT6bh27RqKotDb24vVaiWVSsnWHvd6EIWh9e6777K2tsbGxgZms5mBgQGOHz9OU1MTTqeTarVKLpd7qEAMBoOYTKZHFl8cLAoQxvTe3h7hcJiOjg50Oh3ZbBan00lXV1dD9a4wdkwmE4lEgpMnT8oQbCaTkcZBPB5neHiY3d1dOacd7DEp7qF7r3e73U44HCadTuPxeNje3mZ0dJQTJ048UgyIz3/ttdfweDy43W55HoVILBQK2O12kskkmUzmgQ3KhUjLZDJSIMfjcRYXF3G5XKRSKV577TWMRiPRaJTOzk70ej35fF72H9Tr9aRSKcrlMl9++SV9fX00Nzfj9/tZX1+XhmsgEKBcLlOr1bDb7aiqSiaTIZVK0dLSIkWe8PyJ/zscjoacwHA4jM/no1Kp0NHRQXNzM3q9Xgqzer1OT0+P3JRBr9dz8+ZNWZlssVjke2Df01soFLh27Rr5fJ7m5mamp6eZnJx86HkQzM/PNxgX4v6qVquytdva2hrr6+vUajXGxsYwmUzyeIbD4UO9mE6nk0AgIKNitVoNr9fLqVOnHmtcD+ORAlFV1T8UjxVFWTj4b43vHqI9RFtbm5x8k8nkQwViMpnk6tWrjIyMNFxUIsk8m80yNTXF1tYW6XS6Qdhks9kGL97BydhgMLC5ucn29rbsIWc2m5mamuLtt9/m2rVr0qOVzWYZGxuTVX3pdFpOYrFYjK2tLTY2NmQo5MyZMwwPD7Ozs0OpVOLy5ctUq1UGBgY4e/YsLpeL9fV13nrrLVRVJZ1ON0y+PT09rK+vSy/l5OQkqVQKu91Oa2srRqORfD4vbzohHEUSc3d3N01NTeRyOXw+n/QCiUIXMQnGYjE2NjawWCxsbm5isVhoa2sjm81y9uxZKUiuXr3acBzdbjfr6+u8++67Dwzz7ezsEAgEmJqaIhwOEw6HcTgc6HQ6UqkUHo+nYcJPJBKUy2V++tOfMjU1RTabJZVKkUqlOHfuHE1NTdKrabfb5TWzu7uLy+WSW6ft7e0xMjJCJBLB6XTS2trKhx9+SCgU4vjx47LZbTAYxGAw8NJLL/Huu+9y9epVbty4wejoKJubmzidTvx+Pz/60Y/kJKgoCl6vVwqFK1eu8IMf/KDh3BkMBt577z25oP7d3/0dbrebvr4+WbEoxGJvby8vv/wyV65c4W//9m8bKg6LxSJjY2PUajVKpdJ9ubrCcyMMD/j74ifh/XK73QQCAa5du8a/+lf/ShZtiLzdoaEhFEXB5XLhdrtJp9OMjY1RLpcZHh5mdXWVy5cvA/siwWaz8eqrrzacM4fDgdFoJBAI8Ktf/YpKpcLU1NR9XlGLxUIqlWJ3dxeDwcDAwAA6nU4m/x8UiIVCgYGBgYYFdXd3l2QyKVMnWlpaZKV/KpUiFotJo6VerxOJRHA4HJjNZll4JYRbuVyW+wifP38ev99PNBqlq6uLUCjE9vY2iUSCdDotw65Op5NkMklfXx8XLlxgdnaWeDzOzs4OtVqNjo4OWlpaZG+8XC5HrVYjGAzyxRdfkEgkOHXqFBaLhfn5eba3t2Uz74dxcA/karWK0Whkb28Pq9UqQ8WhUIgvv/ySra0t6vU6586dI5FI8Nd//dd0d3djMpkIh8O0trbS3t7O9evXSSaT3L17V0ZFvF4vOzs7jI6O0tbWRiQSkfe/z+djZWWF119/vWGubm9vp1Kp8Mknn+D1erl58ybDw8P88R//sTx3Pp+PYDBIe3t7g4c3Ho/T3Nzc0HxaXLfi+3Z2dmRBxsNC2QfDyoVCgXq9ztLSkiyOCoVCsh2P8PZZrVaZ7uFwOJicnKRcLstm6O3t7UxPT6OqKr29vTJHdXt7u0HARaNRisUi169fZ3l5Wc4F4l5Op9Ooqorb7cbtdjM+Ps7Ozg4rKyvSoLJYLNhsNsrlMlarVVZdOxwOKpUKH330kZwfz507R7FYlB5GcY6KxaLs6SiO1WEVzIchdkjp7OyUDpMvv/wSr9fLT37yE3p7exkdHZXGhdFopF6v89lnn9Ha2sro6Cjlchmn04nRaKS3txev18uHH37Ip59+Sjqd5tKlS9LYdDgcMv3nSfiq/kj1ib9R4xvloDfCYrGg1+sfuF0W7E+OIiR9b6JyqVQinU6j1+tl4+lkMtkQ8vB6vSSTSV5++WWZazQ3N0d/fz8jIyPUajU5EVWrVVmttre3J2+uDz/8kLm5OVkpls1mUVWVoaEhdDodq6urct9Z2A/zjY6OEgqF8Hg8LCwsyJtP/NalpSU8Ho8sdHA6nQ3J/S+//DLhcBi/308ikcBqtRIMBjGbzayuruL3+4nFYrIxcywW4w//8A/v665vtVpxOp2Uy2UqlYr8jtXVVT755BO6u7tlZZ6iKJjNZoLBIIFAgHQ6LYXMvb394vG4DKU8qKBBiLlcLkcymUSv10tvot/vJxgMEo1GKRQKDA0NEYlE8Hq9MsQjquXa2tpIpVL8+te/Jp1OY7PZiMVi0mP12WefYTQa6evrY25ujp2dHdra2mRDZLPZjN/vJxAI8P7778uwo6h8P3XqlLTijx07xsTEBLu7u/T09Mh9aJubm3nllVeYnZ1Fr9dTLBYpFApUq1VmZ2cZGBhoCK8YjUZ5Drq6uvD7/TIMZDAYUBSFWq1GS0sLfX199Pf3EwgEZK6PGNv09DTr6+tEIpH7vFFiETi4cNZqNdra2nj11VdxOBxsb2/T09PD7Owsd+/e5c0338Tv91Mul9HpdFLYRSIR6UGz2+3cuHFDjm1paYm1tTVeeuklIpEIZ8+exWg0UqvVZK6nSA/Y2dnB5/Nx5swZXn/9dcxmM6Ojo+h0OiwWCzdv3mR5eVkKkFqtxuDgYMO9LSpA7w0nijBjNpuV4lY0KI/H41y/fv2+ivXBwUFGR0fZ2dmhublZNtVXVZW+vj5aW1ux2Ww4HA68Xi/lcpmlpSUCgQDhcBiXy8XJkydpampibW0NRVGkZ7dQKNDa2srExIS8V4WIT6fTLC0tSW+u8CLdvXsXm80m71MhDAC5u8thlEol/H6/jBpEo9GGcGVXVxcmk4nFxUXMZrO85qPRKD09PQwODlKpVCgUCrJ/q8lkolQqyehGR0cHJpOJYDDI1tYWs7Oz0mMp2qqEw+EGgehwOKR3S/TdE3mOApfLRbFYJBAIYDabpVc4Ho/L42U2m+UcpaqqPGYietDd3f3QdJ1CoUAymWR6eprV1VUCgQBjY2N873vfI5FIyDlQ5MuJQkYxpxkMBm7evCk9rbAvuqempqhWqzKHVYhzYfx0d3fjdDoplUqEw2G5ptVqNQKBAB9//DHxeFyKxM3NTcbHx2Wv24GBAQKBAHa7HZPJxI0bN2Rhpai0j0QirK2tybSmvr4+Njc3ZdsrIRCFMCyVSjgcDsLhMCsrK9LLKRCRCJFqMTg4SDabpVqtMjIyQn9/P/V6HVVV8Xq99PT0sLe3RzableFunU7H9va2FODieha9fIPBIDdu3JBFla2trdTrdVpaWkgmk1QqlQbD5+uiFam8YOTz+QYvnpikHkQul5MTw70d3MUNYTAYsFqttLe3E4lE5M4ZtVpNhg+dTifnz5+XbSoURZEhBNifDET4aWNjA71ez8rKCpVKRU5UTqcTh8OBqqq0trYSjUYxGAyUy2W6urqkJ2BmZgaDwUBnZydGo5FQKEQymZSTRyKRIBwOs7GxwfDwMBcvXsTlcjUIMDFhfPzxxwC8+eabFItFuXfmxMQEg4ODstq6Uqnw7//9v2dyclKGj0QlWjabxWg0srW1hdVqJRwOs7OzQ3t7O3t7ezIcIQoSZmdngX1BLgRic3MzoVCIUqkkczBhX4ALcXmQWq0mf082m5UNia9duybbP9RqNRYXF6lUKnR1dfHZZ5/Jtj4ipCQ8Jmazma6uLra2tmSYx2w2Y7FYqNfrOBwORkZGWFpawmQycfLkSarVKhcuXKCpqYlsNovD4ZDeMafTKUOzqqry0UcfkcvlZHHH0tKSnHhdLhcXL14kHo8TDofp7++XAsflcsnWMIODg/fl+1QqFY4ePcrRo0dJpVIyd1Ecr5aWFhRFob+/n2q1KsNziqLw4YcfUqlUsFgsZLPZ+8L5Bz2I9/7NYrHQ2dlJZ2cn9Xqdra0tbty4QW9vL7dv38Zut6PX63nzzTdxOp0yfy8UCskw09zcHBcuXGBtbY1wOEypVGJ7e1umewhhKjweIocpl8uxsbEhxWYqlWJ1dRWr1UokEqG5uZnJyUnW1tZIJpMcPXq0IRH/YEsaQSAQwOPxyBzjSqVCa2sroVCIcrmMxWKRObbiuMO+UD9//jxGo5GVlRVcLpfc4aipqQmdTselS5dkugLs5y2K4zY2NsbZs2ex2Ww0Nzdjt9ulcZbL5Whvb5dN7mOxmKw8FXmMRqORrq4uTp06Jb3nsF801dvby+LiomzHpCgK3/ve9w4NOQeDQfx+P16vF7/fj8lkajAYdDodTU1NBINBxsbG5E4w4+Pj8pxEo1HpJatUKqyvr0svt8hx6+7uJp/PE4vFsNvt2Gw2VFXl1KlTsojpoEFoMBhk+yK9Xi8jLCLNplqtks/nmZqaIhQKsbCwwM7OjjRuD7ZBEuNKJpNEo1FqtRrHjh0jn8/L/YFFwZFer5fHSVVVbty4wfr6OsePH2dzc5OtrS3sdjs3b97E5XLJPLjp6WkZeRodHSUSiWA0GkmlUuzt7UnxK3oSWiwW6V0TnSqE17GlpYX29naam5tZWlqiXq9z9uxZ2WPT4/Hg9Xrx+Xwy+nPnzh0KhQJzc3OMjY3JtksOh4NUKiVFrvCkiq3+xDUpmnwL4WU2mxv2ghYFY4lEAq/Xi6IotLa2NkQ4YrEY1WqVjY0NYL+C+dixY1SrVXk+fD4f2WyWbDYr5/H//J//Mzs7O9TrdX784x+TzWZliP769ev09fUxMTGBx+Nhbm6O7e3On346AAAgAElEQVRtuU2goigMDw9z7NgxZmdnUVW1oVbg6/I4RSq/5O89h+OKovzi4POqqv5XTzwKjaeCuMkP9tgzmUwNIeF7icViLCwscOrUKdnzaWNjA7/fL/tY6fV6Ojo6SCQSMgdlYWFBNj/t7u5mbW0Np9OJxWJhbW2NQqHA2bNn5aK7tbVFPB6np6cHnU7HwMAAbrebkydPykotsW9mb2+v3JGhs7OTWq0mc1d0Oh2RSITu7m4MBgPvvPOOrCgWE6CYIEXYsaOjA4/HQyAQaNhjd2NjA4PBQLValaFzt9stLfXu7m6WlpZIJpO0tLSwt7cnq6BdLhcjIyOsr6+zuLjI5OSkvOHNZjN6vR69Xo/L5ZICEvYLAYRgP+jVaWpqYmFhgVAoRFtbG06nk9dff10mcx+sFi2VSqRSKektFlvi2e12ufetWExE/ub777+P0+nkH//jf0xbWxuDg4P09fWxuLhIe3s7fX19Mv9FhKtPnDiBy+WSnoEvvvhCtjQSFZHCIrZarRw9epSpqSmcTievvvoq7e3tzM3NkcvlUFUVi8UiK9ZFvtP29jYrKysMDg7K4z49PU0gEGB+fh6bzcbx48dluOigqFFVlUuXLrGzs4PJZOJ73/ueNGhEcYa4/kQleTgcJhaL8d5778mQrNFoJJ1O3/fZh3kQ19bWyGaz0lASITLYL/xYWVmRHnWx//KtW7dQVZVAICA9pLDfWigQCOB2uzl27BgnTpzA4/GQyWRoa2uTe8iKXSuMRqP0pHZ2dnLu3DlWV1e5dOkSKysrALIgp7+/n42NDVl4IHKHjUajzF3d2dkhGAwyOjpKMBiURW3Xr19nb29P5khms1lOnTrFtWvXCIfD/Mt/+S8bdrkR7U2EB1f0Sa1WqzLX8dVXX5VdAV5++WWy2awMAXd0dOBwOBgcHGRmZoarV69SKpUol8t0d3fjcDiYnp5md3cXp9PJ2NgYt27dIhgMSuPmyJEjjI+Py2iD2LWiXC4TjUY5f/48165d46//+q/5gz/4g/s8iSKfLx6PP7ClifCKTkxMUK1WZY9NkesmhHEymWRra0umsOj1ejKZDP39/TKNQxRVmEwmDAYDExMTbG9vS4Fw0BAyGAzUajUURaGnp4ft7W1u377N+fPn5fXd3t7O8PCw9IQNDw/L3E1oFIjiPIh2XyKMPTs7i8vlkjvaTE9PY7VamZiY4MMPP6Sjo0N6Wbu7u9HpdGxubkpDIJFIyDWiUqkwMDDAl19+icViwWAwoNfrOX/+PAaDQa41drudpqYmXC4XLpdLGsbi+mppaaFWq+Fyuejo6OD06dPEYjGKxSJOp1Pmso6Ojsp5WQgn0bZM5Mivra2Rz+eZmZmRmzMI767ZbOb111+X+1+LnYr8fj/Dw8Pyt7rdbkKhEDqdTs5Nr732Gt3d3aTTaZl37/F4OHLkCNVqlZ/97Gc4HA7q9To+n09WRjscDiwWC9FolP7+ftrb20kmk+zs7Mh0HpECVCgUWFtbk3PpwZ7E4hiqqirTOsS2uE/K43gQ/68Dj//vJ/5GjW8M0bfv3jYgmUyGkZERmY+WTqdxOp0cP36c9fV1UqkUOzs70sukqiobGxssLS3JptR2u53h4WFqtRpOp5PJyUkZxm1ra5O7W1gsFpLJJIuLi/z+7/8+2WyWWCyGz+ejtbWVSqWC1WqVO0uIkKjoS7i9vc34+DhtbW2EQiFMJpNcNEVuWVtbG5cvX0ZVVc6ePUuxWGRjY0PmMba0tBCJRKhUKrS1tcndP7a2tohGoxw7doxCoUChUOCll16SFZfZbJatrS3ZqkNYin6/H7vdLsNnMzMzeDwewuGwbC49NjYmc1aESF1cXMTn88kE7+XlZb744gtZwXqwilkkZq+urmI0GuUEk0gk5GIoqmBhP5lfhDfFAnXs2DG2t7dl/luhUJBteFwul/RE5HI5JiYmZIjUYDDIBOi9vT35G4TAtlqt/NEf/RGZTIY//dM/lR5OVVX55JNP5ETs8/m4fv26LMI4fvw4PT09LCwsSK/enTt3mJ2dJRqN4vf7cbvdUlyI5rvFYpH29nba29tlBbi4vg+KuFgsxuzsLB6PR+aoCfGdyWSwWCyYzWb5u0X+qghRCe+b1WqlXC435PTl83nZuiOfz8v8uA8++ACj0Sh3gpicnCQQCGAwGDhy5AjXr1+XwiWVSpFOp9nY2OCtt95icHAQg8EgC5FEyFL0mxTtO0KhEO3t7Vy6dKmhMXkoFMJqtbKxsUGxWOSLL74gHA7jdDoJh8PE43EmJycZHx+X+ZzCqAJkl4AvvvgCj8dDLBYjm81y7tw5uTWeqNytVqucOXNGGmojIyP85Cc/kTmEwuARArFer+N0OonFYkQiEekhKxQKvPPOO0xMTGAymZifn8ftdkvPR2trK19++SUnT57EaDTKCux0Oi0No+9///vcvn2bzc1N1tfXMZlM7O7uEolEZDFWIBBgZmYGRVHweDwyDcRoNOL1evnFL37B/Pw8mUyGRCIh5wThHRIpF0ePHqWvr4+rV6/KNJdSqUQmk2F3d5fW1laOHj3K5uYmoVCI7u5urFYr8/PzFItFYrEYhUIBp9PJzs4OyWSSzc1NvF4viURCeuy7urqkkBIexFqtxu7uLvPz8zgcDvr6+mRxz9jYGPF4nBs3buDz+WTRlxCIdrsdg8HA0NAQPp+PcrlMuVxuaM4di8Uwm82yKbher+f27dtMTEzIvMCWlhaGh4fZ29vj448/5o033iCTyeDz+WSrq1KpJHM96/U6d+7ckekwe3t7siq8s7MTr9crRb6iKFK8iDC98Eyura3J+7K3t5darUY8Hufy5cuk02lGRkZQFIWbN28yMzODzWbD5/PJeTebzZJMJvF6vVJUDg8PMz8/T3t7O4lEgtXVVZnjvLe3h9vtxmq1Mjg42LAHsnBWpFIp2YMxkUiwsLBAW1sbJpNJiu9qtcrPf/5zCoUCbrcbnU7H4uIi0WiUmZkZfvzjH/Pzn/9cGqB37tyRhSdiThKCVETqYN8DXq1WuX37NmfPnuXf/tt/y1/+5V9y5swZ+vv7+Y//8T9KsX706FF5/Hd3d/F4PPK6elIep0jl8uN8kKIoP1NV9fefeEQaD6RUKrGwsCAr0aamphraooiF1Gq1Uq1WuXLlirTolpaW6OnpkXtver1e/uqv/gqfz0c8Hmdra4u2tjZ++MMf8o/+0T8ikUjQ29uLz+eTIdK33nqLzz//HLfbzaefforb7SYWi3H69GlOnz7NBx98IG/URCLB+++/TyqVYnZ2lt3dXd577z2OHj3KtWvX+Oyzz9je3sZutxOPx+WklclkCAaDwN+HTmOxGA6HQ4o0ET4RFcOiOXe1WmVzc1N6QoxGIxMTE4yOjpLJZDCZTCiKwt7eHhsbG8zPzzM0NMTu7q6sNBSTWH9/P5FIRLr5hahNpVIEAgHpOa1Wq3R1dXHmzBk2NzdZWVmhp6dHto25c+eOzNsU+YATExMy8V7cxKFQCLvdzvb2tgw1B4NB1tbWiMfjbG9v093dzZ/8yZ/gcDhYWVkhn89TKpVYX1+XVq3P52N0dBSbzUahUJCVlEajkfb2dra2tujs7JT5oSIFIRaLEQgEZHVysVhkb2+PtbU1xsbGGB0dxWKxMDMzw+bmJvV6ndbWVuLxOFeuXCGbzRIKhTAYDLIab2trSwqKQqFAJBIhGAyi0+kwGAy43W6ZczU/Py+3T2xtbW0IU0YiEWnpi4pqh8Mhq8e7urpwu92kUinZ2F0I6oPfL5prCy9uc3Mzn376KUePHmV7e5u/+Zu/YXx8nOnpaZaWlrh27Rrt7e309vYSDofJZDKsrKzIXE/RhkX0dBwaGmJlZQWn0ylzmD744AMikYgM24lUCLvdLsOoiUSCzz//nOvXr7O9vY1er+ef/tN/SiwWY3FxEYPBQDQaJRqN0tbWJtMD3G43uVwOt9tNS0uL9JLW63Xsdrtc9IRYEqGpnZ0dJicn6e3tleFck8kki1Cmp6c5deoUr776Kn/xF38hvfE+n0/md62vrzfscCGu72Qyyd7eHsePH5dpECInTlR0DwwMyHtYeI5gv7uAyB2r1WoyFxn2hajY1k9cu+LzRc6W8HQWi0WsVqucG0wmE/V6XYZ87XY77e3ttLa2yrzpdDrN/Pw84XCYnp4eOf6NjQ08Ho/0mh87dkwKh42NDXp6euju7sZoNKKqquwKIMSg6DvY09PDe++9x/r6OhaLhd/5nd/hb//2b0mlUqyvr/Pnf/7nnDlzht3dXQKBAFarlfPnzzM9PS3bFd2+fZtcLke1WiWTycitSm02mzQcr1y5wvz8PNPT01JoiZzera0tenp6MBqNsnI2l8sxMDDAwsICZrOZQCBAd3c3ExMT3Lx5UxYSVSoVotEo165dIxKJkEwmuXDhgkyNEd5UEcUC5Pym1+tlqonoyyjWqr29PYLBoEyBqNVq2Gw22tvbpVGZy+X4rd/6Lb788kt5fVQqFRKJhPTciTZQYi1Jp9P89Kc/lUVhn3zyCYFAgPb2dmnIBINBenp6OHv2rIxsnD59GpPJhKqqck9o2I/OiXUonU7LdUin0+F2u7HZbDQ1NTE0NITJZCKVSsn3/Jt/829kH0iRAiTmPiGehdNGpBz99Kc/JRqNYrfbyefzdHZ2EolEZGuvubk5/H6/9CJms1npgc1kMjIa9qQ8zRzEb7abqQaRSIRIJEJ7ezuZTIatra0GgShyGSwWi7ROT506Ja3ZW7dukU6nuXz5MuVyWe4EIQTW5uYm4XBY9qISybeJREK66YUIiUQi1Ot1FEXB5/PxH/7Df5BeO1E1uba2JvdWrlarssJNJHoLK3hvb4/Ozk7ZpkNYevF4nHq9LgsPRB+scDgs81xE3s/U1JSsZhX78La3t5PNZrl+/bqsnuvq6qKvr082X/V4PBSLRZaXl/F6vYyMjDAxMSEFosjTs9lsRCIR2efM5XLJHBkRAikUCqyvr0tPrvDW5XI5VldXmZiYYGpqiiNHjrC8vEwmk+HXv/41L730EqlUSlYIivydZDJJLpeT4kTsPCB6EYrK41u3bmG325mampKhQkVRpIibnZ3FZDLJxeGtt96ivb1deg03NzdlKFmIjHg8LnNuzGYzH330EceOHaNYLOJwODh58iR2u52FhQVisRgdHR00NTXR19fH0NAQt27doqWlBbvdjtVqlbmYFouFnp4e6vW6zA/q6uqSzacXFhYYHx9ndHRUemzm5uakN/P999/n8uXLnDlzBofDQWdnp6wgFQK3XC6TzWZl3upf/dVfyZYSQ0NDWK1Wpqen+eyzz1hYWODWrVskEgkMBgN37tzhZz/7GS6XS+YNXrp0CZ1Ox8WLFxkZGWF5eZmPPvqIrq4uXC4XbW1t9PX10dXVRVdXl9x15o033mBtbU0WQYlrYXFxURprsB/+Fi1hstksf/d3f4ff75cVxefOnZNeu/PnzzM3Nyeb7MJ+CLK7u1sWlXk8HjY2NmQoc2trC4fDwdzcHMFgkHQ6zZkzZ6RI29vbo62tjdu3b7OwsCBzA2/evMmdO3dQVbVhF6Vf/vKXcs/ajo4O+vv7WV5eZn5+Xhaq9Pb2yjC8aHpuMpnQ6/VMT09TLBZZWVmRVczi3ozFYrLKPxgMcvv2bd544w1u374tUymi0SjZbFY2QxdbqQWDQU6cOIHD4eDcuXPMz8/LbgShUEhWsVarVQKBABMTE8zMzDA4OEg6nebKlSv4fD5isRjd3d1yT3ax65F4bnZ2li+++IJQKCTFYiQSIZfLsb29LavVz5w5I/N233zzTaanp7l79y5ra2vYbDbW19fp7OxkbGxMFgSJfNtkMsnc3BwOh4NyuSy3/vT7/RSLRTKZDDdu3ODMmTMUCgWWl5c5efKk9ITW63V6e3tlpCQajeLxeGQ1uoiQdHd3c+rUKTY3N1lYWMDv97OwsMCxY8eIxWKEQiG5G4k4fru7u1JkRqNRWbldr9flXtqigHBvbw+9Xi+9vWtra9LrDPtOgKNHj9Lf38/a2hqtra1ks1mi0ShNTU309vaSy+WYnZ0lFovR1NTE6OgoTU1NDA4OylQQsT96e3s7Z86cYWVlhdXVVQBZNCNyR91ut2ydI0SaaLdTLBaJx+MUCgVZMCXuKZ/PJyNbIkz+xhtvMDMzw4ULF8hmsywuLsqduSwWC59//jn9/f1sbm7KfOCXX35Zbgxx+vRplpaW5HUm2ipduXIFk8lEe3s7fr+fL774grGxMRmREgUoTU1NFItFWZhSrVZl6sC9fXa/Dk9TIH4nKpwVRRkC/hLoBerAn6mq+v/c85q3gJ8Dnt/86W9UVf133+Y4vw6pVAq9Xs/FixdZXV1le3tbWnZiURJ5VyKXQwgq2E+MTSQSpFIpXn/9dWmlj4yMSDf8/Pw8v/zlL1ldXeXkyZOyb5lwx4sbp1wuy9Cy3W6XOVMif6VQKLC1tUVfX5/cMF1YeB0dHbz33nvk83lGR0c5d+4c3//+97l8+TJLS0vSakwmk4TDYYrFIuvr60z9/+y9a3Cc53n3938Wu8Au9ggsgMUZIAnwIIoHkZYpy5JlK5pMVNeefKjH9UyaTmfid6bvdJpk2jeZ9Eva6Yd8SpNMM03ydpo67UTjsZzktaXIimWJokiKBx1I8ACQBEDivDgszuc9Pf0A/S7eWFOSaSppEueZ0ZAiwd3nuZ/7vg7/63/9r4MH1d3drYsXL1q5emJiQiMjI+rt7dX09LSWl5dVLBYt23vrrbf0hS98wThp58+fV319vSE1DJCna7axsVGlUknV1dVKpVKqqqpSV1eXnnrqKd26dcv07TKZjNra2tTR0aEf/OAHViLBQK+uriqTyezq5APBaWtrUywWU29vr+bm5vTGG29odHTUeFegPjMzMybEDa+RDHx0dFTd3d3GEa2trdXIyIhSqdSujtdDhw5peXlZtbW1uyRokOG5evWqhoeHVV1dbWgQTqCjo0N79+6V7/uanJxUJpMxcdtcLqf+/n5dvnzZRmWtr6+rpaXF7q+lpcUamhDOBdUiw66vr9fRo0fleZ6+8IUv6N1335Xneaqrq1NfX59Jc1CuHx4e1sbGhpaXl3Xq1Cnt2bNHW1tbqqmp0fDwsEkadXd36/jx49acQkf0e++9Z13eOA0mJtAtiJhwsVhUU1OTyXbE43ELrEAjcIb79+9Xe3u7cf3Ywy0tLYrH43r22Wc1NDSk1tZWE5OPRqNKpVI6evSolpaWtL29rb6+PmtMQBgbdGrfvn164YUXNDMzY2VtnLIrRr+ysmKJUrFY1K1bt/T4449rdHRUH3zwgdLptO0jRlY2NjbuOjs/+MEP1Nvbq3w+b7xXSdZ1SUdpOp3WpUuXdOnSJQtiKXdls1mtra1pfHzcmqh4tw0NDXr66aetYrC1taVLly6pUCiY3UHiBKSUhhnf9xWPxxWLxdTR0WHo/cDAgO2n2tpaFQoF0zfN5/OWzNH8Njw8bIj7t771LQUCAUuI1tbWTL4mHA6rq6tLk5OTOnjwoDo7O5XL5dTS0qLjx48bauuiYyTETMJZW1uzDtqVlRXNzs6aBFMoFNL8/Ly2t7ftvefzed28eVOXLl2yiTRDQ0PK5/Nqbm62EjIVkPHxcTU0NFgwTmNPOBw225JMJpXP500EGirBa6+9posXL2psbMwaC7GJJNAIVyMIfu/ePQt6wuGw0TS+/vWv6/z583r11VdtzOXa2pq2t7fNHqZSKTU2NlploFQqWecw6Gg4HFYoFNLU1JQ6OjpUKBRM7gzlCez19va2cYPhDoJsInafSqX0+c9/3hB7Su2rq6s6d+6cnUU0a90Rs5cuXdLVq1c1ODhoNrajo0OTk5OamJhQT0+Pbt68aWMF0fekEeWll17S+Pi44vG4Ghoa9PLLL+vcuXM2y31+fl7d3d2mTwuCuX//fn3729/WmTNnNDg4qFwup+XlZWvcjEQiOnDggJ577jm9//77hhxCO6BD/VGuf41dzEVJ/4Pv+x96nheX9IHneW/4vt9f8XNnfd//z/9/uL+f+5qenlYikZDnedbkcfXqVcto3IkRa2trpvSez+eNJ1YsFpVIJLS0tGSt9pTH6IKE9M7kgLm5Ob388suGMObzee3fv189PT0mjwCJGlHtYDCokZERRaNRNTU1aX19XcvLyxbQ0M6/tLSkrq4uNTY2GiKI1A0BYjQaNWmVqakpjY+PW9aPpABCsGtra8pms9re3jZ9sP379xsZvL+/X/F4XAsLC1pbWzOe2ubmpnUmghJMTk5aY01zc7M6Ozu1ublp5Qi6YkEM6AKEU/LCCy+YM9je3tbdu3fV0NCg+vp6VVdXa3JyUhcvXjSdSkqjIHeFQkGzs7MaGRlRT0+PQqGQ/uqv/srKKa+++qpKpZI5mEgkolQqZYLYa2trFuCnUimdPHlSP/rRj6xUt7S0pIWFBQ0MDCidTlvW2dXVZVpzdKbv2bNHp06d0vnz53Xnzh0TZ81ms9Z1m8vldPr0aUUiEeP4oMsXi8VMsgJR7WQyqba2Nj322GMaGxvThx9+aAHE5OSkyuWyenp6VCqV9IMf/MBK/uVyWdls1hwyRpEyLvfe09Ojra0tI//7vq9MJqPx8XELqiVZIID8BWXDoaEhPfPMM/ZOKGf29PRocHBQs7OzFgyMjY3pD/7gDzQ+Pm5ZPIglQZbneXriiSes7AilYmhoyIJC+IKhUMgoDDQBtba2GlKJJqjv+6qrq7Nux0gkYqgh+nJtbW2amprS8PCwiUe/9tprKhaLxrF7//33bQ8TUGWzWesWho87MzOzS8IlFotZuVeSjUobGRkxqSTm8967d0+tra360Y9+pEAgoF//9V/X+fPn9dRTTymVSun69eva3NzU8ePHde7cOXV3d2t4eFh9fX2GfNXU1FiTzvLyshYXF22UGiXpv//7vzd+WCgUUldXl+LxuLLZrDzPs8SvtrbWHP+ePXuUTqdtv5ZKJRNkn5ubU1dXlwWmdFf7vq9IJGKSQQcPHtSFCxeUz+cVi8UUDoe1sbFhXcDRaNSkiz788EOdOHFC7e3tWl9f1+TkpPr6+qy6gxwYz4vyA80ekqwRJ5vN6sqVKxoYGNDY2Jii0ahqamr01ltvKZlMGi8P/h37uFwum9QLCUpPT4+qq6ut+Y0qE6VtxttJMh7o3r171dnZaZq3NTU1ptFIwkk59Fd+5VcUjUZtn0xMTBjNBDQsHA5b9/Ls7KwOHTqk27dvm5A7QxWampr01a9+1UaDwlPP5XI6fPiwvva1r1l1wPM8tbe3a2BgQPPz88pkMqqqqtLBgweNhkUTS319vfEpQ6GQgSJbW1uKRCLGcayrqzOUub+/Xw0NDRobGzMdQtQ4hoaGDDnPZDI6f/68VYOKxaLy+bzGxsbMf42PjxudhhI//EbGzba3tysSiegLX/iCjh49qh/96EcmeA5P1BVi/3mvzzJA/PmGFH7Gl+/7WUnZj36/6nnegKQ2SZUB4r+o686dOzp79qzN+k2lUkokEpqenjbE6sCBA9bBjIRAIBAwx3jx4kXF43EdOnRI9+7dM/mP+vp6Pf/880Yw3r9/vz788EPjThHMIScQjUa1srKivr4+Pf300xodHdX09LR168ENAslCY4wDQXkMHhqkc6Qp4FRIOw4H3ToCIbr+Lly4oBs3blgAIu1IaExPTxvJWZL+4i/+whx2JpOx+wV9hecEkbq2tlb5fF6hUEie52l5eVnvvvuumpqaNDY2pmQyqenpad28eVNzc3OGUCFjMjo6KmmHD4QW4/vvv2/C1IVCQSdPnlQ2m1VDQ4Py+bxpTd65c0dLS0vq7+83aZFSqaQTJ05oampKo6Oj9u5pOqIMsrW1ZaXAxx9/XNeuXdPq6qqNQwRlptwKCuuOAgQ5i0ajKpfL6uzs1OTkpO2FcrlsxG6mfMC/aWtr08LCghoaGtTY2Ki9e/ea7BB/f/fuXXsuMuE33nhD+Xxevb29xocFqXzrrbfsPkHkNjY21NTUpF/7tV9TVVWVrly5op6eHp0+fdr00GKxmFpaWnTr1i0z9LFYTC+++KK+853v2MztK1euWBAH1+vzn/+8cQRBOdPptBobG3XmzBnrqh8dHdXMzIwFCRDPKe9vbm7q2rVr2tjYUGdnp/HjDh06pKNHj+qtt97SwsKCyX/AFysUChbElkolff/739ft27dNOPzWrVuGdCFwvLS0ZOXZzs5ORaNR4z2hkwdVAR29fD6voaGhXZptVVVV6uzstMaQjY0N4zOur6/bWLZ4PG4aj7lcTvPz8yZtBS+OhjIcWygU0te//nVNTU3p9ddf11/+5V/q1q1bGhkZ0Re/+EVrBlpdXVUsFtPs7KyuX79u903TCnqqd+/e1dDQkKGVjY2NOnfunCGYJCIEMNvb2xa4DAwM2HjPfD5vGqDlctkqFiQ1Fy9eNDSMa2RkRLlcTnfu3DFu6969e9Xe3q66ujq1tbWpsbHRgsJgMGgJjLQzHo0RdFBqoM4UCgWTlWptbVUsFtO1a9eMg419Rd7ozJkzNsaPrmKaA0H26+vrdfLkSc3NzSkUChk6DfKMHA+C/tAKKN9mMhnzASQyly9f1tramnXYR6NRXb161YKZeDxudBsCYxQm0um0Ojs7DR0Eje7v7ze0EYWJ7e1tDQ0NaWJiwgYZnDp1Sv39/Xr99dfNXxBUxWIxjYyM6Mknn9QTTzxhwvv5fF6Li4s255tAPZvNqqamxnwGUmDr6+saHx/XoUOHDL2Ox+MWfLW2tlo38uLiojY2NnTnzh1rRIrH44rH45qfnzeliHv3doqWTU1N1tBE4InKAxWncrmsGzduGBIYiURs3ZqampTL5Sy5m5qasqavpaUlBQKBz2Qu+2cZIP7uZ/hZn8nleV63pCckXXrAX3/B87w+SVOS/kff928+4N//O0m5q78AACAASURBVEn/TtI/+ZBsEDTmkg4ODhoZm+tLX/qSyuWy3njjDV28eFHlclmxWMzkYmKxmBYXF03SYn19Xdvb2+Zg0IW6fv26pB0pmmKxaGXd8fFx9ff3G28DVGBzc9MyLQjqIyMj2rNnj/bv32/wPcTlqqoqNTQ0mE4hyAXE862tLTU3N+vq1atWgti7d6+VjDc3N1VbW2slCcqtdIpKMgHkQqGgQqGgrq4uEwi+c+eOQqGQlcrI6jc2NhQKhRSNRm1+KLIBmUzGOD0gZaurq7p3756OHDlizStwA8PhsAWpkPfJ5KqrqzU9PW3B5+DgoImkIu/C5AC4f2gtgmR0dXUpnU5rfX1d3d3dCofDisfjGhgYsAaFyclJI6zT+V1XV2cOgKz3+eefN07mvXv3rKwFl6i+vt7ugzJ8bW2tDY+Px+Nqb2/Xu+++aw08EN7z+bxmZmZ09OhRLS8v6+mnn7YOXOZhnzhxwspU8AX379+vtbU1TU1N2VxSpGHgMnmep2g0ajqP4XDYuE7RaFTj4+OGpqPZB+rF+15ZWVEgEDBdwdnZWZuXTVJ1+fJlEy4/c+aMVldXdfDgQd2+fVuLi4tqbGzUnj17TAomkUhocHDQHENNTY3JTkBk931foVBI2WxWe/fu3VViDwQCVuJNp9MWEG1ubtrIMXhnjGiMx+PWGQwnGGFpRkbOz88rGo1qfn7enDD6hvPz8+bU0fiD01gqlfTNb37TplpQ3mMvgpomEgldunRJIyMjWlhYsM87cOCA7a1CoaC+vj7TZnz11VdtSlBjY6NRDqanp3X79m3dunVLMzMzOnbsmHW0MoqTtcX2SDvdu3V1dVYaRMOQpFaS9uzZYyhQTU2NnnrqKc3NzdkYP4TDaeRCdYCJMqD5k5OTmp2dtX0ciUQsiIE+sbq6qra2Nj311FOqrq42WS3sraurl8/nNT8/r87OTj322GP627/9W01MTOzqMmbGMbqHBEKe56mqqsqkkmpqatTU1GT2H6Td930tLCxYIri4uLhrZCNNDysrK1YmRkyf76Ssvb29bQEuVBjoHcwxhv/Y0dGhqakpE+tG9gs7SplWkjXfoAywsrJifNJUKmX8P2zf3r179cILLxi9gyCXagr0nPfee08HDx5Uc3OzpqamdO/ePaXTaSWTSc3NzammpsaQwq6uLtXW1qq9vV1TU1OWKKMGAZKeSCQMdc1ms/rxj3+s1dVV457fvn1bGxsbOnz4sAEpcDVXV1fV39+vfD6vlpYWVVdX2xjcjo4OdXd3mz+kA31mZsa0EvP5vFZWVnTz5k17L+Pj44b2JxIJ48hjzx71+pkDRM/zeiX9gaTHJJmirO/7ez/69cePfDef4eV5XkzS30j6Ld/3K9maH0rq8n1/zfO8/0zSf5L0U+MqfN//j5L+oyR97nOf+0fjWEIU931fbW1t2t7e1tmzZ21+McPGJe0KEDESvu/buKPl5WVdvHhR3/nOd/Tss8+qpaVFN2/eNEPf/dHUg6WlJW1tbWl5eVmJREKrq6vyPM/kJfL5vGpqauy/eDxuOldwJFDNhxfR0dGhkydPWma2trZm456ee+45Xbp0yZwYpPHt7W21t7dbR+zS0pKVzMiyJVlpd3193TLgRCJhZS6aDECa0ItaXFxUVVWVjhw5opGREQu8WltbrcScSCTMKJRKJfX29ioWi2loaEg9PT26du2a1tfXjTw+ODhoGSlGBCcJH4mAgIkelADJqpnCwGQOSaZtmMlkrDyFtA+dqdPT03rjjTdUVVWlSCSi+fl5dXV1qVwua2RkRIlEQrW1tdZkgdj51NSUzp07pwMHDqi+vl5nzpzRjRs31NfXp/X1dUWjUUUiER0+fFjNzc3q7+/X1NSU/vqv/9o6Di9dumSNLd///vc1Ojpqkh1odiEJks1mJe3wYCixID4bj8ct8YHvif4iYwXhhFIWhAIwOzurzc1NxWIxffe737UGq3Q6bd3JJDk//vGP7Z5wGj/84Q8toI/H4woGg1pdXTXjmslkTOaJUjbj9QKBgMkzHTlyRJLU1dVlotV0KeM4JVnC09vbq87OTs3OzhqquLCwYPuvWCzaLO54PK47d+5YgI4TLpVKJumDM0OLEu7knj17NDMzow8//NAQL0qTvu9bNz7BVl1dnVZXV5VOp23aAw6H7lCQiaqqKpsZTMPI9evXLSmLRqOKxWLq6uoyHbb6+npr+jl+/LimpqaUSCSsiQWFgQ8++MCE2akUlMtl7d27V1/60pfMIY+MjOjq1avK5XIaGBiw5hxQ3Lm5OR06dEiSzAZMTEyov79fAwMD1mhC92xvb6/K5bIFMMvLy6bruLCwoImJCcViMR08eNACnMbGRhuXhqwOTTaFQkE9PT365V/+Zd27d88SqqamJuXzeQt0tre3DfXr6OhQKpVSc3OzNX3EYjFFo1EtLS3Z3qFxj+8l2cEezs7O2pi2cDisnp4eQ5KwU1QBEMHe2NgwOkIwGLREB45iVVWVyuWyTbGpr6/X/Py82VV0LxnFikZtXV2dNjc3FQgEVF9fb3JNx48f1zvvvKM7d+5YgA2tJJlMqr29XaOjo1ZJgd5AILS0tKTbt2/rlVde0fDwsEl54Q+hPlAN6+vr01NPPaV8Pm8cVexzIBAwW8DoVHioIH/opqLJiY2cmJjQ7du3TeR+fX3dgkEqSs8++6y+973vGaXkpZdessaR6upqBYNBq5RNT0/r7bff1urqqpXRoUshWYO4N/YYKgi+gOk1DQ0NltA96vUwCOL/Len3Jf2RpK9I+m/0z6SsXHl5nhfSTnD4177v/23l37sBo+/7r3me9394ntfg+36u8mf/KS4U8LmYTfrMM88Yh6O7u9s6CkGEJFl5CMHNzs5O02GjJEdWHI/H9Vu/9Vt6+eWXde3aNa2trVmZA0V+IHBpR3y1ra1NExMTu8jkBDVLS0t65513jOxOkAUnkMMbDAb14osvqq+vT6urq1pYWND4+LiVEyk/MpmFsXHBYFCNjY3WsYgILc0pGI9UKqXFxUUFAgFDbxgtRUkFYwMXCVkZAgec/9bWlqanpxWJRHT58mWTZwGVADGAEEzpm1IB0g7b29saHR21sXVVVVWqqamxkiQZLwaiVCqZ9AQyPQsLC6YpBtmd9QVJoKTMJJTHH39cgUBA169fN1mejY0NTUxM6MKFC2ptbdXLL7+sq1evKh6Pm9ZbPp/X7OysTSShJDQyMmLB0bFjx7S5uWmi4wg3Hz9+XOvr61ba2draUjKZVCAQsBIv3cp1dXUaHx834r47lUeSGWHeFaUUnpPAq66uzsSJE4mEksmkent7LTkga2cOrOd5amxs1LFjx0xMGVHzUChkgsee5xmqQBc4pav29nYtLS1penpaR44c0fLysvbu3WscSIJ/EpWtrS0rsY6MjPyUA5ufnzdnhANn8gTcYAI7mssmJydVLBbV0tKisbEx2xMkLOie0rhGubuurs4QFpJB/px9l8/nTYD4d37nd6zRq66uTrFYzCgU6IyWSiVDl+FdIc575coVPfPMMzp69Kju3r2rW7duqa+vT77v65lnnjHeHXutWNyZo55IJLS8vKyJiQlNTU3Z6DXP83Tnzh1VV1ebqkI2m1VXV5eN8SPhDAaDmp6etm7dubk5E0ZGW5UA0eVPs09pAAFdZjzmN77xDX3ve99TOBw2J47dAAUF9X333Xc1NTWldDqtUqmkgYEBRSIRPfbYY6qurtbg4KA5/mKxqO9+97uGNHd1dSkcDuvu3bs2E9p9RzTcxWIxfe5zn1MulzPkrlgsKh6Pq66uTocPHzYJKuglBDDQE/ATVADGx8e1urpqfOZTp07p7bffttJ7dXW1jYRDCmZqasqqW1QEBgYGLAhzNSBB/XO5nAYHB03GhUY5UGy4w77vW3IkyYJOEGykvrgXqCQgymtra0qlUlYFgqIyOzurSCRiifeRI0dMhgtx8KmpKXseKk83btywmdMAJiDznNlsNqvl5WW9+eabmpiYsFGB2GJAD+Y9E+SBJiIzRqJJZSKZTJqdB9ne3NzU4cOHjf+OVmzlOMaf93qYADHi+/6bnud5vu+PSvqfPc87q52g8Z/N5e3g9/+XpAHf9/+3j/mZZkkzvu/7nud9XlJA0qMzOn/Oa3l52dBA+F4HDx409XXI6WfOnNHo6Kiy2eyu6Q0gYhcvXjQjDL9ocnJSY2Nj2rt3rzKZjJLJpM0VlXYCzPX1dV28eNE6RuHfwdNZXl62jRqNRrW2tqbJyUmFQiENDw+rtrbWyoyMmHMRNEnWeenOGkVKBm4jPBikKXzfN/kTSfadyLXAjUqn08b/ojyLcGkikbDDTFkVuZ5jx44ZgR7EqFgs6s6dOybP0traqvfee8/0/QgYCARDoZAZXYIZjDiBrrSTMT7++OMWSC4vL1sGS7mPz2EySLlcNr7bK6+8otraWm1tbRkPhnFvwWBQdXV1CoVCGh8fV0tLi/GQCKyYkPNnf/ZnNrOTshsNPxhhd0RYTU2NGhsblUql9Nu//du6dOmSfu/3fk+FQsH4aJOTk6qrq1Nzc7MRwp988kllMhn19fUZusi6MYWGcg6BGMK7vEd01nK5nKLRqKFLoHBolNXV1VmZimeg6YbO+erqaqOJbG5u2ohJZDJwAPDS0IgslUomXzQ6OqqNjQ0LxEjeNjc3rTzOzFTWFTR2ZGREt27d0oEDByzZqKmpsXFgMzMzxkXq6elROBzW9evXLVGi+5yGgnv37mljY8OC44aGBm1ublpDFA6bfQqaiAZjOBw2hLKjo0Oe5xn3zR29SePbwsKCent7dfv2bev4hLeITt7W1pZpnl6/fl2RSMTKzPACGZNXVVVlTSwkSgsLC9qzZ49aW1s1NjZmOnCbm5uGvDzxxBM6duyY1tfXde7cOWt0gBIRjUZ1+vRpSdLi4qJxQ5lpy4g2nDO/ElCkUil5nmc8uJqaGl2/fl1nz55VY2Oj+vv7VSwW1dnZaRSW9vZ2k1na2tpSb2+vWlpajFpBw9yxY8ckyd5PqbQzB7ixsdEqIFRsaFBjjfk5pGbokKbUThWCiUNMqGHiBwkEzSEknNB+pB20W9rhcbe1tdl+DAaDCgaDtl8IRgKBgP0XDAZNngh5GBBVxqyGQiETOqfbPRaLmd4p/mV5edk6foeGhiyJCoVCamxs1Pj4uO7cuWNakC7qS7MJSdDGxobefPNNq+IghwOqyqzlrq4ujY+Py/M8HTp0SMlkUrOzsyaEv7i4qL179xoPvFwu2/StXC5nlS2eY3p6Wq+88orW1taMLlIoFGxEK/uMZiFQyieeeEK1tbVW3chms5YcYFtOnjyp119/XcFg0Gawc34JeLnfR70eJkDc8jwvIGnQ87z/TtKkpEef5fLZX1+U9F9Juu553tWP/ux/ktQpSb7v/7mk/0LSf+t5XlHSpqT/0ifi+ke+4J3E43HLDFdWVqykMD09rXw+r4aGBiPo8ue+7+vs2bNqa2vTiy++qGKxaLM3QT7Qv4JoOz4+buVYRq5tbm5qdHRUuVxOVVVVJvnS09NjJShXZkWSZStVVVVKJpMWTOHoCBQmJydNm5HMtFQq6e2337YDRVBEAJTJZPTcc8/p1VdftYkuBAkYeWZ2tra2qrOzU1tbW6YfNjc3Zx2FGNVSqWTZIF2xZN0ESAyQZwTZ+vq63nzzTTU3N1vzyPDwsJUt6RrlnhCApexOZyXPDYqFAb527ZqVhDC6cEb4ec/zFI/H9eKLL+rtt9+29aP7FLSIMtnx48etJBgIBCwIX1hYMP4STgFeCgYdBwFCiDZhdXW1enp6NDk5qWeffdbW5+bNmzYFA74V5Ve6vcPhsKampvTBBx+ot7dXnudp3759Gh8f19TUlCKRiCERlBkbGxv19NNPK5PJ6MMPP9TNmzcNSUbih/tDD47smhGLZPkEARhLl4C/sbGhCxcuWEmZ91pfX2/lxaWlJStng0YTbBNQ8rnhcFizs7NWbiW5ArGfmZnRkSNHzDEVCgXTAwQVZwqJWxkYGBiwZAKUk2cDNedMMO+1qanJxjISFJJ0SrIzQcMIk1BczTZ4wnQTgzb29/drYWFBLS0tWlpaMtkikFaeOx6Pm12ZmZnRO++8o0gkouPHjyscDlvCdO/ePY2NjdmzgJAw+ejQoUM2YYemBKSIKGvyLuhk5r0xOrG1tdUSBhwp02JQcJBkM5rRmKPjPJ/Pm6rD1taWJiYm9NJLL9n4w0KhoO3tbTU3N6u1tdWmc2xvb+ub3/ymTp48qStXrljlhZI+iN7c3JyNepyenragIhQKaXR0VPPz8xoZGZEk28u1tbWGQLsqCHV1dWYbhoeHVS6XbSxhNps10Xn2HJ3QnucpGAxamViSJaC+75scEs9LJy97CmoTShCUnbHrUCeozNClTIAs7TTTxeNxEymHu8vEISpRgBB79+7V6OioNV7BJa6qqtK+ffuMc0+XOjQduri5P76Dasyrr75q1YxYLKbW1lZTl8jlckqn0zpx4oRCoZCuX7+ufD5vIEa5XDaaAk2YqFbw95xJ9jwKCoxhRYOWPRkKhWwaEnuO5BQ72tPTYxNiEomEjZ9NpVL61V/9Vb344ov6zd/8zUeKVx4mQPwtSbWS/ntJ/6uk5yX914/07f8Il+/75/QppW/f9/9U0p/+09zRru/VuXPnjPOFYZF2sreBgQEFAgHrnOIgLi0t6dKlS2bwKLEw4oguL0oP8A/i8bhpWx07dkx3797VG2+8oenpaSsRYqSQWAHFQbZkZWXFggsQIwjRoBLIskxOThr6B0ka+RDmGFOGQKPshRde0JNPPilJpk1HcMyhKpVKRgwmG4c4DKGcUUZkz9zr+vq6lfyCwaDi8bjpT924ccNK69wXnEbKvHfv3jWuIcEIGR2BQiqVshKCKwECIkgZHyTFNSIYaoI4SdbB62bB3CNGDuNOyerChQs2nQWOqSRrYIHHRgcxXYwQwkEwL1y4oN7eXiPs19TU6OzZs9rc3NT58+e1sLBgiBzEaeQy0um0BTOLi4uGFtTW1pr2ISXYCxcuWNkTmSFQULhXIyMj1rm6trZm/DdQFcqv8E65aOqQZM0H/AcCEo/HrdnCLeMh4s1ZonOXBoyenh4NDQ0pEomoqanJGqru3LljTTcgiDRjrK+vq6amxhBvSn3oASLhVF9fr3g8rpGREW1ubpqkBQE5EiAE2Twn68HzSDL9PtBy9iayV/5HepGSbI8RTK2uruq9995TOp1WLBYz2SgoJPC2CDLT6bSKxaJN/chms9YBTGfwvn37DJm+deuW7t69a+/GDfzPnj2rqakpo0iMjIwYn6ympkajo6OmlQrXlGYwgj4aWQhq+LtQKGSIJH+G5t7Q0JAhPbzzK1euWJkU9BoUv76+Xg0NDerp6TFh+HQ6rWw2qzfeeEOvvfaahoaGlMlk5HmennvuOUuOSfx937dyNVUfStTYDuwr5VBQJ4K6ixcvWvMWnPBUKmV7C4mbcDis4eFhC5xAsnzfNw4xpfaqqir19/dbgxPAgMt/Jzhk77S1tdkEEXi4dP42NTVZUs37IOjt6+vToUOHbGDC7OyscevwP5KM29zS0mJNONj4aDSqaDSqo0ePKpfL6fr169asRwcwwSLdwpFIxBJjStx1dXUm0E4QSbNasVi0UY2NjY3mr+ADhsNhK5djo7AbUEZI0EA+8VctLS12n3Q8o/BAkE0zJucrlUrpN37jN/RHf/RHWl5e1pEjR/S1r33NgJwvfvGL6u39qbaKh75+5gDR9/33Pvrtmnb4h/92PeQFqoNI6PDwsGUiiURCoVBoV0cmxvSDDz7Q4OCg9u/fbx2m/f39NhkFA1ZbW2sEYkqUjNlC5oKORIIOVPJBWFzxUv5O0i6uIk0scF3gpGBgJFmwRfZGcwGOfHR01MjYP/7xjzUwMGDNLhC56eAkECNjxPFR9kA0FS4mKCglVAI7gjKeC/0ySngQwOnq29jYMNQDJ8wzEqwxuJ4OQZBFuIp8P04ebh2SIsFg0P4dBmRubs40DjEsZMkERAShp0+fVrFYNI4PCAhNA6lUygwcARKIL4Lq2WzWgi+QQBzwW2+9penpaeOcooNJKR90oa6uzowuQRgoWzKZtOdnfxCkV1VVqa+vTysrK0ZAh0LBWlcid0j0uFwcEAFJVv4CyQVpcruVcSqUk+kaDYfDNq2DzB/HTGcuZweNS3hm0DYQX19dXbUJEKlUyrQsb9y4Yftqfn5ek5OTisfj9q62trZsHjEi85SWWcdQKGQyFzhjgi3OPVM0PM8znmShULDPoeEmkUiou7tbs7OzVhKl0jE/P69YLLbrLPBu2tvbrSt1e3tn5GMqldLY2JidFaZgMNUIe0GARDMTAe/q6qrdn+/71sjEu6eRDcfJtJZisWgyIJQT+QwQMxwydkbaQVAJFFzUlX0Hnxm7RzNLPB7XysqKBf+UQekKn5mZsckYtbW1+spXvqIzZ86Y9AlUAPiLlLql+yoIfDdIF40Q7GECLrc5Co4mgQ6JIoEuyTIFM/iWlIpdRN7lVROM8e/cXzc2NnT16lVD50gCQS5p4AJh5fmgJKEnStAILQjE0/d9Qx6Z4IW/cRO5ubk5+/lyeWeMY6FQsJGDjFMFDNjauj/Wc2try9YYsX9sLLYdfUlXDgmaUSQSUXt7u0ndsN7QEBAqr6mpsX/HuqOxKu3IJ5E0Y6OpSODTs9mscXBBfhkXOjs7a01Kn8X1MF3M+yX9B0ld7r/zff/5z+ROfgEuxg7RDr9v3z7TUoOXtrKyYnprmUxG7733niEyGIWJiQl973vfs1I0m2d7e9u6Vj3PM2mV9fV148cwbBy0QJKVOxOJhDnGyoOM8cYIYIAZD4dx297eNgPPgcfYgkYip7C1taXTp08bB5P/IH/z/8DtW1tbmp+f38XRcLMzMkS6BEEUyPIIshj5B8qEnAV/z/fz7zFEGEgOIEjrnj171N/fb7JELluBewMR8DzPJuKwNnCQMIiBQMACRgyNa5wlmZEbHh62YI5AFqfY0tJiUy/gLrnzbRF83dzcVDqdtn1z4cIFJRIJm5wgyco23HelQ2WcV3d3t3XEQphuamqyvcj6uAhEKBTS4uKiyeaw3sxtdtckn89bgN7T06M9e/bo3r175hynpqZsP4Nu8Cvvko7PhoYG6zqnSYSOVJBRSRYU4dBpmAJVm5iYMNkTl7Cez+d3UQMIDFlLSkagOisrKyaHwfqRVIB0g5DD4aqtrbWyMutCuQtHyjpHIhEr2xL08Pz79u0zJ1uZmHH/0EmQMhobGzN5FErwU1NTkmRID7qUBLLohoK04uhZUwJkz/OMJ0kQwBkqFAomUQWyD8KHNAzBkyQr47P3ed+g3dJ9hImSKe+X/bm6umrJWblc1q1bt1RXV2dTRBoaGoyKgD5oIBDQjRs3VC6Xd/ERW1tbDcWjc5tADOoH9oaSumuDuS9Jamho2KV4wDrxGTSbgSCzNwmC3U5YyubumjIOk1I0I1dduTDOdalUsu/gnDF9i/tyg3bWCDvv2pTa2tpdHdvRaNSaj/A3rMn6+rrC4bCef/55Xbt2zbqd2SOBQMBkelxbsLKyYv6jUChYtWhhYcHK2TSVAMJwTyTb1dXVlkDdvHnTqjWoK9CElUql1NraahUE9jboIMAC3HnOMfvU3R+BQEDz8/P64z/+YytR37hxQydOnFChUNCFCxfU3d1tneqPcj1MifllSX8u6f+U9Oj9079g18rKigYGBhSNRvXOO+9Yefb999+XtIN6TExMKJvN6rXXXpPv70xBQPC1XC5bdoAEBRtlbW3NSkquca+pqbGABH0puu8ob8L9QfAU7gllOxAwDi5ZJlksBgWHj3OVZAceJ40Ty+d3Zoum02krN8diMXOqoDl8biAQ0NTUlAl/FwoF0/NyURLf9y1jxllgaCXZ31OqB8VzAzE6SmkkwIDgaKX7GmBkuX19fbsC0kp5AZ5LkhlLDKNbjuBnMXySrCwO0uA2HmC4KJ+TjRLEFos7OnbhcFipVMrQGAJZMud8Pm8oDIE+z09AB9ra0NBg5SnXgW5tbenKlSvWLS7JyONTU1MWQHEPPD/PBO9Lkkm7IKvCe+Te3D1J6ZAsG14o6wfHSJI9H8ECHeIg0awJpTTeSTQatXfHd3Pf7AkQJsbfEdRiwHEcoLugUB0dHdrc3NTjjz+uVCqlGzdu2HQagmFJFhjgyHn+YDCoTCZjjpsKQjqdViQSsfFl3A+BMbQAkMHr16/b57PezNYmIEOkHlSL0WZuQIadmJ6e1tjYmDVTsSdRIWBEJ4EE+5cyLmeYgIN9wFkhaCWgSyaTJq9E0AcNAwknGjpWVlasXEkJk71OsBKJRKyMyXumKhIIBOyeKYEfO3ZMS0tLikQiSiQS2r9/v+bm5iwZGBkZsX+zubmpgwcPGnJO9zz7gjWEf0kCTaMX74ZGOHjV0BigIUHPoNsXXrerE8oagoCNjIzYOWEdCfxAYffu3avFxUWNjY1Z4Ih0EmcYJNulaIBgkgCwhzh7XCQhILbwG9k/vCf2ApxuhkZAD8K2IyGHuDoNM6wTPoj9C8LNAAASMHiuBHa+71vFiWfHD5AEFQoFpdNpNTc3G0CCn66pqVE0GjWZHiSxOPusP7xfqAKuogP3+5Of/ESDg4M6dOiQstms/uRP/kRDQ0MPiEQe7nqYALHo+/6fPfI3/gJeuVxOP/zhD3Xv3j2TjVleXjbko1Ao6MqVK5Yl0HF58+ZNg7yfeOIJM35sQspSBC9sSNehupuWIIhABkdIJs5h5hBgHDOZjHVpSbKgjAyVg8WFgXMDJbJVni+fz2twcHAXSggxPplMmuOhcQK0EL4O3DqQMzfYoEzicmYkmQNEYZ7ng4tDOQQjyrq6z4ZxcVFWRI/dNeVZKy+eH21DggkcNoaK5pVkMmkUKlpT9QAAIABJREFUAffnXY6SGzxxr1tbW9YN3d7ers7OTg0PD5uuliRrnODnJVmnHN2avHOQRkqpra2tJh3Cu15eXtbQ0JB1RcMNJfBubGy0oMxdU7dc45aK3YDQTTDIwq9du2boEnu7ra3NkhLf99XU1KTx8XELaOEEEajwuXyne0+SjCxPudp9zwRLoI1M4CFQxAmCDoJMuZxCEqrBwUE1NDSYEwFNBqWHp4kmIZw8zuK+ffvMYYXDYXV0dJiINkEQZxheMCLqKysr6u/v32UbQNHRVauqqjLBeWRNPG+nQSkSidgoS7iy7l6nXBaNRi1ABsHHCRL80ZG/vr5ujURQANxkjYAKJIrZ87wbAuva2lrjc0ELgJ9GMx7qDuPj44Z4cvb5XkqzlPm2tras2YT9Anft5s2bam5uVn19vaLRqEn6NDU1WbLR3t6u9957z/Y9tqi6utqGD7j7E0437wfbS2OSGzQg2A9flCSPQI/fuwF4OBzWV7/6Vb300ksWsLqJPpUXqkfuffBdnGkqRDQF8Z55L9gv9/8JeqFAudOssEsul9RFiPGbP/zhD60rOxAIKJVKmUg8ovYktW4y43me2VWCZ+gabinbnboFmg7qzchJEhfAGZLRW7duqVwuWyNjJBJRW1ubjThkXTnz7HW3wYUSODaPUjT7G0pKe3u78vm8cSUf5frUANHzvPqPfvuK53n/XtLfSdrm733ff3SxnX+lFyWrc+fO6bXXXjMO4NramnHG6urqlMvlzDGXSjvTCuDVUToZGhqy7mOc38LCgkHYbFw3WMPBStqVjQGz832VCBYZkqvXxJ+7BoagzL3c0ikHhM/lULsBrZu1Eei5kiagdRxYgi6yahwTnxOPx00PjcPNrzimSqSP56AE4qIGOAb3cp8NxMptlMBAuaVU94JLRWDjrqeLYESj0V0cJFAvkorKoNy9QHN516jyg95h9Nyfx+m6vFN3rTDeOGxm1xK8E6wweg3HBPrDPcMJczma7h4m+eCe3JJpILAj2wHvTtrR62SvLC0tqba21sZNETzz91VVVYrFYhZkUGKjZMSfYYjJ+AnI4HNyz5QHed88I/e/trammZkZ6yiHoM8eQf9teXnZkOjK/UCy4/u+vX/QI0nGW2VG9/r6uoaHhxWJRCTJzge8JOwQwQ2IJGVAN5ns7+830eNisWgSSzRd0e2L4yOhc8/X/Py8leZYU3eNSBBxlEtLSz+FqHF/rkg/+9Ytw1IKpISPs0UtIhgMWol0enpa0k45/Mknn9S7775rvDVEvqmq0CQCtYRSMiV4l7sN9aSrq0vV1dW6devWriYtl7OLbZXuB7O8Y36WpBaFAfcccW44Y66EEWvN2UMfD7TRbVaprq7Wm2++aXJXlbbF933j5/L3BJbu3sc+BgI7+qNPPPGE3n77bUvKQaj5fPwRZ5T9TpkZFYqRjwY94B8I5F37cePGDbPFgA0kTfgbNwFlbUj0CJo5p2NjYxagYoM4L+zvZDIp39/RrqQLngCOqgEcVe4XGgUcYp6LBMDl6nN2JVlg7vKMJRllrFAoWJm7XC7rww8/1KNePwuC+IEkX/c7g/+D83e+pEcX2/lXel27dk0ffPCBXnnlFY2Pj+8imUIOplOVUW1zc3PK5XLWtUnZiAOGM6K0iNPEoeB4uSq5dJUZpbS7ZMdViVDxcy4vC/4T30EAx6HDSEu7Axg3uOFXDrl0n6uJ8STI46BwL6ANoFKet9OVC4mYgJj1IRN2AyP3+dzfs56UBiiDuAeZ53XRC9acX911dr8D9IP7xnlSgikUCpZFIhbOM1SuJ5+B8XMD02KxqKWlJXsfLrVAus/PZGYse4pMnc+k83Jzc9PQLJcbh0MCvXXfMeUc3hP3T3mKteI98ZysnUtxiMViqqmpsXI1Xc/BYNBGmZHM8K6Y9xqJRKxMRLMEaATnhpIvXCf4dS6KSXBTLu/ol/F8rpYkvxK4UC53HSHr2tLSIs/zNDMzY4mZiyAQkOJIWRP+jPIaUjIgTiAV8H3n5uZ2JYKcW/YK+88tsa+srFgXK1yrYDBoJV0QPn517Q+f7SYjOHjeL5zKWCxmz8YoTcqP/FvmwNOpyXO4SS5BJOh3MBhUT0+PJiYmrDohaVezz+zsrF5//XXjEdIQB2eRpJ2AK5lMWsMIdnhzc9O6dQker169uoumwe9JVDgfBAGcGVcL1i3ZgvITqLhgAGeG5jzsJaiki2iHQiGbHAJ/b21tzeRbKu0KF+8YPma5XNaePXtUX1+vd9991+4fTrzv+xoYGDAaEoEzNoFgHUCiVCpZAlJTU6N9+/Zpbm5O0WhU9fX11qBCIgK6zyxmEFV332E32O9uVzHPQ+WI9wKaTIUKhYYjR47YnHg44Hw+645dc7noBOSBQEBPPfWUPvjgA0tyaPyqqqoyFQOCxmAwqKamJpPyAQwhgYJfiW0noeAdVlZFfp7rUz/B9/09j/wtv4DX1atX9eqrr+onP/mJqcpziOEUuBedkW6pj440FwXjwHJAcFxuIMj/k1m4ThbD+kmXG2CSmboInSvFQBDC97oOwX1GF+WT7ht29+LvXT6fdD94YOanW1IleHOdnRvkuQbPRUbcEnBlwMh3+r6vubk5y9S5x8r1rrxc1MtFGysRO9AISi0YKK5CYaermPF2H3eBOLr8IjeIocToBvKusyAwxDnX1tbaO4DK4JZD3WYBN8BwL5f/6QaeOEA6flmfTCZjmnb8e94TaDKOiXdGwMac53w+b+gVe3JxcdG4VygFIOrOHqJM6o4qoxsbvhmBD0g255AzHQqFDNWovNg7oI8EwjiUycnJXSVdgm4cI2R3UM1EIrEL6SkUdsSgsRUEGEyIcZvAsCE4SxdJdZM/zit8XYJugkDEy107g4OiWcINDDnDBMckIOwp5F88zzMReYJRLnhd3ANnjGAKdJnRmyBciA0za5wAk/NG6RA9RfYrZd76+npDZmlCYi05IyT/kowG5AZ3nOtyeYeXRxLsUlwo47rlcxIEzgrvj4CDJC2ZTO4aK8nepmLl0ld4ZnddXfvE2vIOeXecL84EUjTwX7GZlIexW64N5t5IQjgTnBN4xPl8Xjdu3DCKFMEyPEv0O33fVyKR2EUBYS3d80lSyVxvxK1TqdQuBJpkHS4g1YyWlhYdOnRIN27c2KXIgMYuCDvn1vM8qxLyjsvlsq5cuWLVI3SGCZYJlAm0ScpbW1tN1g2tRs4ovGlsCba5qqrK6AyPcj1MF3NY0r+X9Ix2kMOzkv7c9/2tR76Lf8FXobCjeH/9+nW98847On/+vE07qczGPunCALsX2Wblz3FVBigYfvfzPi6I+bQLI0Fmh2HnYEq7A0npfhBY6RhwBpRH6JgG9XElDiqfC4OGocGQ4RhBfypLph93uWVL9+cxzi5CCycKHhkcTTeoc1EA1oNnxaBC0sfJcx/IEbmIgCTrDOfPPik45Lvdcgv3zfq778ltkCmXy8Z1hNjtlmQxhIlEwoIJAmwMIu+Be6B5h5IuUjepVMr0E1Op1C4SPEgvHchu+YkzgX4fgSvPQfLDPoXDxwXKhVGl0YbGFUlG+SiVdgTJaariOcPhsHENCawRgB4YGDBEEh4vQTdrTABdqdXHWrOuoVBIzc3Nymaz9lwgIjx7pcN1Lxe9BJlrbGw0wWW+w0VCcVyVlBEEfTlXnDEXSYavu7Kysqv06wY87Eu0MAkQ2J84cM4/wRnrzwQU9hnngqCdNXITVfRRCSZpWHCRR1At6T7vlgC3WCxa+VmSzRLm2d31B8HZ3Nw0kX5QJLeRhvPD3/N+CHC3traMew3fEEoAKL8bKLJWBHfMdWfdXKTYRbNAl9krBBJVVVXWTcv90qhDIAv6G4vF7Mz4vm+lT4JTEC0m7LhX5d5ln7sVGX7F/kxOTtqfk0DwrCSsPAOBorterp3nPNFMx8+6smgEuZ7n2T4ZHh7W0tKSBX34HSgJrDNcS3wTn8feQqu0XL7PWXVtKzxJ7ovGVKgTbqUGe4N/Zg2pVlAef5TrYTDI/0fSqqT//aP//5ak/1fSNx75Lv4FXB988MEux/PP8XJRuU8LKj7tckvXGF8XnXvQReZSGXjhJNn8QOMIBldKwzzomVzeXOV7qEQiP+nC0Ln/hmyMUXocPp6HjNcNrMggMfAnTpzQ/Py8SRSAXroZJL+ylvx7lzNUiZDh0AlMyuWyOQzux+0+rkRHK4N4PpPvpEsSZwC5vL6+3lBFsm2Mssv7QW7FLZNVJjo4RvhgoEUESIFAwCQmpPtBLM6X4Lq+vt54WgSUoGM8B+VQjGUgEDB+EfeKUK3vlO89zzPkEM4fjpr3RGd1uVy2TttYLKb19XX7DIyzu08ImtygFAfiii+XSiUtLCzYuwMZc/c9KIsrBk8SxruhTOX7vjkwN+ACGWSt3bI+SSEUB5wowYrLrWV/U6rjLDIujUDenTJE0sT8dGwKXDTsDX+OJFTlmXcDQndfPqi64Z4dpk3x9y7aTkDCuQkEAiZ3gihyLBaz88IZZt+yb0gojx07pjt37phcFHvdDdb43mKxaA14btDCzGTOi2sb3KSatXCrRDwL3bJ0m7OefL+rPMDn19TUGNoqaVewypkrlUqmCuFyZ5lPzB4mgOY8BgIBk5iCJ827cqeKkMAQcLFmlH0RayfR5Cyw59hfJCq+v8PbJ/jj/iORiDUDcp9uJUaS6Q662qou0usi4Ng1bJALarj2nYv75xn4bJKi8fFx05PlszmfblDNWvn+TkPYqVOn9J3vfEePcj1MgHjA9/1jzv+f9jyv75G+/d+uf7ZXZYcZG++TAsRK7p272TGCBApk5J92uY7h48qZn/ZvPwl1lWToBtwjHCncLZ7fdVSUHCk59fX1WQmrUjKD56aUQHceE0JcxICymxscuQbGXQ9+73IsQWtctI37BSF1kRJQavhvZKXSfTkfNysPhUJKJBLWdAAilM/nLbgql+/r7/E5roSNG1y7BHI+H05aOp1WVVWVNdeAYBBMQLIvFAomAfKgPUP2jbg06BL8XoytK8jtBkxuRs87yefzGhkZMWHmUChkuo0YawIvgkv34r7cq1QqaX5+3pwMQRYIMz9PQE5QjpIBASXvh9ItZwC0x9VRxPHSDAUKg6N0ubE8h/vuCHC4x1AopLa2NivbspbZbNbeC01ClOSDwaCJ21dyqN1A8JMu1oznddcZ7pYrRs2+JVgmifC83fqL5XLZRMsDgYDNG+YdVya3BMpra2u6cuWKnQe+t9IWQTNxA2M3qXaDWC6Xc/5xa+FSW0ju3HMDksh9wftzEXzeKfs9k8n8VHkae8U7IhAnGQLZcoNiAvbKNSuVSj/FWacJkHUG2eYiOXGDZqpn7pph23l+z/NM4zAcDqu7u1ul0k6jC1QDAjDf942771bGmMpFkvCgyhrviotzB/BQ6Y9cioirFMLgAfYkwaC7FgTI2IHz588/cH88zPUwAeIVz/Oe8n3/oiR5nndK0qPfwb+Q6+TJk6ZZWHltbW1pcHBQ/f39mpycVF9fn65evarp6Wnr+vzncrml0I+7OMAYUGR3NjY2lMvldqFVbqkCXoxbenSNg/u9bjb5oPshg3I/l9KM+/0PCvj4t0DsblbHv3NRRAIi1/FhbFzDjjNzS5xwc3BOBCKl0n3CNUGGy6cjE3ZRQNYRI0qg53K33L3E74PBoDldeFUuhy8WiymVSqlYLO6aVV0u7zRZVJbLQanc73KzfLdsBPIl6aecMxfvjud0UWEcmSQjiyMfwfcS1KKpR/mKzlI6BLl/fs/+WFlZsdKg+0xuCcpFd/k53gN7mXuhVE1XaF1dnY2pZM+USiUbvcVnQ1NwHTxr7TozF8Xi/ghc+DPWkZGITDQpFArGu+RssJbsOd/3dyFgtbW1am9vt+5v951iByhz895wni6SCfIzPDxs74HPwRnjvElG+HegZ/BiK0uTn0a1qLQDBNN02LulYQJSEG2alSjNu4nt+vq6BgcHbT+5ep2VQYh7+b6/CzHmHWIzXNTHTZ7K5bIaGxt/quvbtbXM6mXkIXtVuh/oNzc3y/M8zc3NWXOYW+ImWXX3uItSw21zA000FRcXF43TyLq6gRNBjCTjDfJ3nLHx8fFdCTBrVukLsGn8jIvy0kFPwgQ1x0V1Jf1UwoE2KZ+Ty+WMpkC5HPvPs7v8Z96n+2cg8yQPH3eBkhIounuNteMMuH4JX+ii5vCQ8dcuDaRcLmtycvJj7+NnvR4mQDwl6dc9zxv76P87JQ14nnddku/7/tFHvpt/oVc4HNaRI0dMQPQb3/iGLl++rKtXr2pyctKQm5GRERt8/7NkxZ/lhUFARuFBl2uEcUYYn/Hxcft7HJMkM3KSDPlyjd4nHRbXcJD5YdhxEm5W6xK6MVx8D4eEz6xErEASOjo6lMvl7J3QRc5nwr1zjTvP4QYg8G0wXr7vWxCGI4zH4zYaECI/zwvpHedL8ATpnBIKvMCamhrV1dWpUCiY2HlliZHLJVyTwW9sbFgDCHwxMlS3pFLpjCr3BgaW73cvFzlm7bu7u23WLcGA+7zS/ZKy200IsocAPAEiowHhGrqd/BhRZmO7KNCDmrPcNeMz3P3MuyYpwHnyvWtraybF4XY6k2AUi0XFYjEb6cfedWkGOFjeo1uadh2Su3aVCQ7dvm5ZtRJpr6wAuGvDfqfEzfljPSupHejsVQZA/FqZKLg8Q/esV/6MtFvhgNKqJJvo4aLE7meQFLl8LD7TldPiOwgKsRPcI+uE/XHXs1wuWyDLO6l8jmQyacGvuzfpUmWvwz9zUU3WBzQYZJ7EFeQJVJB9xvPzecFgUMeOHdPY2JjNWcfmuOfdfW72IKVo0DxXhgZbubm5uWsiE4Lr0k4ARLDk8mZ5n24whIoBKPnHASkPskckHwRknA834fyki5919wh72PUH7q+Vl1v2Rj2BfcgaYycrkx7k1iipu6AMa+K+W2m3D3KDcO6FgJPvmZ2d/dR1+LTrYQLEX3nkb/tXfjHfVZKRbNPptMrlsurq6tTT06Pe3l69+eabmpmZMUSJrP2zvOCAuIgh3VpsPHfj06zAz1YiSAREXG4A197ermKxuKsUCAROGcvd3JJ2OW33PjAeOCgQRrdBhcPklmfgurhOgECWwDEejyudTts8TkjilBlc5+xertFxMz1KNaA7zGddXl5WLBZTR0eHuru7tbm5qfr6eg0MDGhhYcHumXKpO0mAAHlzc9P4ZzwP/BmEl/leAlUuHBdGkyCfTJvyhbSbv4mD5Po4o+2iqjhjnJh03/g2NDQokUjY9AO38473xPdRyvY8T01NTbZnCLhra2tNY9F1/i7Cwf8XCgXTSqxEoj7uCgQCamxsNOQX8WE6cnkXBNUgG+6kELcUSFmKUhZrxb52ExvX0PPe4Fq6iATP4pacmeaDcwoGg+rt7dXk5KTtcwI8l49H0MPfo9MI9YBOUu6Pn+WM8ZkPutgLlFBdx+Vy8CrfHc8vybrpl5eXJcnOmnRf1N1tgiHhk2SSOTjaUqlkiYbL/+U+8/m8NSZxL25XMvQD9uknIZnSfaSWwIcxfktLS7uCXgI33iv3xDnALrprDQLLWhBkuKPbJOnixYtaX183FIp7kXbOp7sW7B24oSTJBH10+s7NzWl9fd1GdELLIaGCnsMe4Vy4AS42iE5fN+D/OHtTGaRRHalMrisv9gfP/6DP/aTfV+5PNxF3eb+U1Pl/1g//6Jae8SNuRcWtoFDpcqcawY0myeQ8Vj5T5b6sBDl+nuthhLIfCDv5/yaU/cCru7tbnZ2dGhwc1IULF1QsFpXJZNTS0qLjx4/rD//wD7W0tKRkMqn6+npNTU3ZxmCzu87a3Qz8eeUGYUO7/CRJu2alktmQ8ZTLZQtUcL6u0XhQSU66b6Srq6vV2NioYDCobDZrwbDrBMlq3VmoGCwOFAeipqZGsVhMnZ2dmpycVFXVfX0ngjOevVgs2lgmSNQ4A7ecBAq0tram/v7+n8qa+Xv+zA16MGisO2O7cP4cdEovSFwkk0l1dnbaNBE6PwkUNjc3bRRdZXBT2bAi3ZfOoAnDddSVpVP2Ae+febHu/nANFSVq+Ge828qgnfVw78sN9mpra83AYdzc6RSUqfgc9pe710APCQxAP92SjNvlTeOTdB9FQlDYJX+76+I6HPdZisUdTcJf+qVf0j/8wz9oZGRkVwnOpVOwLxmf5+5nLteJ07yC6DQBp4sAu4ELa1t57jnbOGgaXWjgoUuSkrb7bhDWdrve6bQtl8vq7Oy09488DvvARSw+rgLh3ie2wpWgcvcUvycodZ8TpxgOhy1RZb+4DV9uwECA4XmecRmpJhQKBUOh3cqDG8By3+wTSpmVqOXHoUlcblMRewB5Iva3mxy5vG13khP3R/Ja2fDmBsPJZFKhUMjmXJdKJZuJ7aLS7PdSqWQIFs8E7833fXV0dGhoaMj2GNIz2EISJkafYrdcVBKb7HneLhRRuu+3CI5439hQ3/dNXNrdr5xFd2/gNyrPJ0iui8o+CJn/pOtBP+8Gje5+4DwBiHAvbmJFwuJWO1hL/KX7Xchxuc/Gv3Ntsbt/3UpBIpH4mZ7zk66fRyibJ/D0b0LZn3gFAgEdOHBAHR0d2t7e1uLiog1Xn56e1unTp7V//34dPnxYMzMzunz5ssbGxgxRJPiCR+I6aQ4LRh4kgEDJ5S8Ui8VdaB0BgUugpntVkvFyHhSASvcNOLITN27cMMQGOQl3vBIHJB6Pm6MqlUrq7u42QwJvCeOI83UzUkm7HCT3xBokEgmTZXANinRf6wujROlIut9RmkgkFIlElMvldjVTYPDpRmW9eUYOLdSBUqlkTS5MW7h3756JoqL5R6DKXnGNSGWQB/8ERILAiKSCdcYgurIzaGg2Nzeb1IdLwPY8T/X19ebEXB4WDok1rLww8Ii6o31GiYq9Je0YXEjdVVU78hqukDDvBU6eG/S6CLtrRNkLIMal0k7XdTwet58joOD5SAYqSzbMe3333Xc1OztrCY2blBBcu+R4N/jh75nmAxexvr5eS0tL1qXc0NBgdAH2r+sE3HsjQE+n02poaFA2mzUtVSRa8vm8CRTncjlrqnDfMcR4t8MSjtj29rYuX75s+xfuZGVC8LNc7nvjeyizumLhgcCObuHq6uquZC0QCNg8XJJZghAQXgKvSqfMeSFgwf4xAxzUnf3yoMClMoitDBA+6fI8z9Bu933yd5Xfx3eyJ5ER42fZc+xtyteSdr0fBgK47yAYDO5SZUBIncAcDiWcN9/3LSkA1aSczXNXznR2A3XuF5ADP1W5fwiMpPtjXqurqy2gl2QdythbpJ9IPlyUlbXguajaEQS7PsNVhQDRJ/l2O8Xd9+/+3vU9H7c33M8gqHcvN0B0pdVcxFOS0VZ4ny7/sFQq2Xg/d6CE6xdBjB/leiih7I/QxF5J4Uf+5l+gi7JgXV2d/dnv/u7vqqenR52dnTpy5IgdttOnT+ull16yObPt7e2Kx+Oan5/X6uqqQc0EAtXV1WpvbzdRbRwdG9nN3nE0hcL9sXBu5gLyApcOZMo1Ym6JF14L/DC+zx1ThvPDgMHHKxR2JlscOXJEra2tNqqKf8chIgjCyREkI167ublp90UQ/aUvfUldXV06e/ascrmc3R+wf21trQ4fPqyRkRFr2uDfUzaU7k8A4fnz+bxNSsBh4dBcTqC0o7c1MTGh6upq49PR9esihK4Td8sXoE3wJHl/kUjEECOcOF3CBPusCSU6UNXt7W0L/CE1w/GUZLpllUbPdQQ42UqiPf/eNZ6V3cs4Cxwa4t6SjHuJ4cOhP+hyyeOVRp2AgLXx/R0uaGtrq418Y/+x1nxeqbRD/B4cHPyped1uMkFy4DZogHCC+rhnJpFIWPICSi9JmUxGc3NzCgQCSiaTWlpa2hWk4JB4P6urqxa0unuNdQUxqVzrQCCwS4bDTZIIrFz+aLl8vzP50wIi6f6oL9A4l+/J/iZpQSMzFAqps7NT1dXVunv3rp0BGl2k+5yrSCRiDrJUKu0ay8k7cteM5+cZ3BIuNBv2MmtMsMbPuOXrSsSPs8OoSZqV3KSP++N+GO/HerucNFBC7AIJOHQg7KIbaPK8CEiTWNbX16tYLBpa3NnZqZqaGnV1dSmbzeq9994zhJl7BT2kuxd73d7erps3b1ogj6QN/gIKAmvj2jDOgmtLeC6SZ/jGrBPrVywWtbCwYGghn0sFh4ALsIF74dwtLi7ueodULgAj+E7sDPQjZhl/HHWC8/JxF9/n7ieCNOxGIBCwZjbpfhkYG+N+N9U0zm5lgk6ihcSXe+bcatujXA8jlP0bkn5TUrukq5KekvSupF965Lv4Bbyi0agOHjyopaUl09jy/R1V+EAgoNbWVrW0tKi6ulptbW2anZ3VtWvXFAqF1NPTo3Q6rcXFRdOvYwYnm5wOTxwgulZbW1uan5/Xnj17zMGixA4R3A3EmDWZSCSUyWQ0NDSkfD6vuro6NTQ0aHJy0iQAyELJmsgUM5mMlZ2ZZjE/P6+Wlhbl83mdP3/eSkg1NTWqqanRwYMHNTAwYGVYV8EfNJYgOJFIKJ1Oy/d9NTc36/d///cVjUY1MzOzS+gVoxgMBs0Zc1jz+bzi8bgaGxutGzkWi2lhYcGCFco8LqeT/xYXF63j2PN2RpQNDAzYzFrKNFVVVbsyQ+m+MaV0UtltCP+qq6tLkUjEiOee56m7u1uLi4u7RkPBP+X50Ad0Sxxu1snakFXzDMwnJsh7UEc3n+FyINnfXV1dmpqaUiQSUSKRsJnEVVVV6urqUnNzswYHB41MHY/H7XnZQ5FIRPX19UomkxobG7PyIMYUxxUMBtXY2GilNtDCQGBnOklbW5sZYzfYgCNEkAsXjf2I86YpoJLD6TpAtwQm3S+NbW5uWtmc4KhYLFrnJMmJG7S6nbacK5o/QqGdUWk+x5gUAAAgAElEQVToCpJ4uWhDILAjyQKqwLq7Z5tACafkluUrKQiVqCZ7hqCHcWRMiXDRC96Xuz7b29uanZ1VS0uLkfOxGXw+Dte1KbwnF7lykXgXnQJ95H3j4N135kpBEYzzWS56DPLI/SeTSXV1deny5ctaWFjYlRRQGnWDTpJmN8Hm511kNRDYkU9xE5dKZIrkiHsk6Jd2mmRAj6WdOdixWEy3b9/W7OysVRs4P3Szw5Oura21ySDj4+N2z7w7l0fKPqeqQSBDQF9JfXHthOd5ZpOkHaQtlUpZQMie5t2zbthJt2zuUjH4Oz4Xzie0IyoukuydoAuLakSlLWNvYBfcd+H+PYgnn0sSTYc13F/uwf08zllNTc0u++/aKrea5AITVJb4LKqIX/7ylx95HvPDNKn8pqQnJV30ff8rnucdlPS/PNK3/4JfLS0tmp+f19TUlGVGoVBI3/rWtzQ7O2tivr6/M3UjmUzqscce05e//GXt27dPf/iHf2gj+urr623TNDU1qampySD7aDSqXC5nAQ8IUzqdtoH0s7OzZjxjsZiCwaByuZwaGhrscDL2h6Bsz5492t7eViQSsW5tDgUda9vb26YpVV9fr8997nM6ffq0isWiVlZWrHyO48TYj46OmvEmiHWNpnQ/o8/n84auStLZs2f15S9/WU899ZRu3bql5uZm48I1NDSos7NTyWRSly5dsvtfWlqy7O7QoUN2MOvq6kzrzvM85XI53bt3T6VSSQcPHpTn7UhJzM7OamlpaZcIK9kohg6UCWPudvVxZTIZuxfP2xlBFwwGTUaFYJ5RYoVCQfPz81amILvH0UFvILAlwCIAAnFyxZzdsjFNJqy3dN8pVSIIlYjf5OSktra2jN/Y1NSklZUV1dfX2150+ZSZTEaRSEQLCwsWVFZVVVmmD/IJ6gmiyriqlpYWOws0xuDMh4aGLHB09w573i0/c+Y4Ty6RnOcn6eDCqbgoHMF1Pp9XU1OT7t69q5qaGjU1NWlmZsZmrLrBAk7BRafD4bCdb1Ax13Gyb6Fu4NSZIMLFnopEIopGo5qent51v5w9bMPGxoZpBBJcgYSBmrn8so2NDUsECWJnZmZ2oeSINtNI1NzcbLQDArRMJqNCoaBMJqOZmRnF43FD/kEG6e53S8Y8O2sWDoeNH43uKueQZIgpKQSVoHLcM+eAxJWzHQjsjAJsbGw0FGpxcdGSajqlKZ+6QQx20eVS8g4p+7uqAtJumRyCSc4bgQ/viISaigcIGmVZqCyUatkDY2NjtqdAkdk3Lo/TDY6oWmBfqqqq1Nraag1S7v5w0UX2OWuMPWGPVFdXq7u7WxsbG8pms1Z16OzsNP1Sknw+gzMNqAHtCdWKuro6ra+vm1SRex4SiYR9d0NDg3K5nL0HUFV+nt+D3mLTaRJyg1mXnsJauvx4d3QgPHHWJxAIGDjhJo0kVFDBSJ74mY6ODo2OjurmzZsPjDse5nqYAHHL9/2tjzKaGt/3b3med+CR7+AX+Oro6FBHR8cD/+7DDz/UxMSEGYmDBw/q5Zdf1le+8hV9+9vf1uXLl9XT02NB3OOPP65isWhyIvF4XMlkUsFgUMlkUlNTU2pqalJfX5+CwaBpWQWDQaVSKQ0NDam2tlaZTEYdHR0ql8saHx/Xnj17lM1mFQ6H1dDQYIhlqVTSqVOntLq6qtu3byuZTOrIkSM6deqUzp07J2nHcI2NjVl5eXJyUm+99Zamp6d3lXK537q6Ogt4KR1gEKPRqBm6uro6KxUsLy+rqalJhw8f1u3btxWPx9Xf36+BgQHdunVL09PTZtSWl5fV0dGhxsZGM9DhcFhtbW1qa2vTxsaG2tvb9eyzz+qVV14xlPPpp59WoVDQ008/raGhIf3pn/6pZdzPP/+8Ll68qKmpKfX19ZnGlduEQNbd2NhoTjwcDqu1tVXV1dVaWFiwecKLi4tGHUilUtq7d6+SyaRyuZxWV1ctuKQLcXp6Wtvb20byRjOQwFq63x2HwQOdIeCsrq42o+gaJ2kHNUylUtqzZ4/Gx8eVTCattM/YKYStK0vMNEwsLS1ZUgIVgSAC51AoFGwNfN9XXV2dGcvFxUXF4/FdvCkCJYxyKBSyGb51dXVWcoFfBdJKgLK6uqp4PK7FxUW7T36etcOxMS0FR8Q94xBdZ+Bm/QQZs7Ozph9aKpVsIoNbtnYdHA4bxJDPqkQ7XYeFk3bRMQI4gl5XD5GABCkmSnTsPdAlHDxI7r59+3Tjxg3bg5xJKBzcbywWU2trqwKBgGZmZnZ1AtOYRUJY2bhB8OpSMXDKnZ2dOnbsmK5du6ZsNms8V953Pp83mRWCJD4bZDMU2hGpp5mFtSIxovpSKpVsygYBFtJUoVBI2WxWe/fu1fz8/C5edjgc3tVQxvO6JULQfRfxgzfrNtO475OAsvJiD3iep+bmZmuKA9VcXl7eRUtyy/0uoud+nnu56Kwb7PNvSe5degVlafaPyznkXPNnVI5IjJLJpCKRiEZHRw2NTSQSppHK5KLKkjxnh3ePLWQNe3p6dP36ddt7TU1Nmp6eVjwet7UIhULat2+fVQhAczkzzEZfX1+30q5LCSCQdZNPklw3+SM5d6szJD0EgqwfE3xKpR3liwMHDhhKmMvlNDk5aYkAKirYhke9HiZAnPA8LyXpP0l6w/O8RUlTj3wH/3Y98Dpx4oSOHz+u/v5+ra+v68knn9Ta2prm5uY0Ojqq6elpNTc3KxqN6vDhw3rhhRcUj8d18eJF6/pFlLlcLuvq1atqa2vTysqKCYNmMhl1d3dLkvr7+5XJZPT5z39eMzMz2t7e1oEDB9Ta2qpQKKRUKqXDhw9ra2tLZ86c0a1bt+R5njXTxONxK2HjYMiwfN9XQ0ODGdfa2lor10B4dgnoiURChUJBHR0dGhkZUTAYVFNTkzY2NnTw4EElEgn19vaqVCrp9ddfVygUUmtrq86fP288Qjr6GNIej8c1PT2t2dlZRSIRra6uqqGhwZzm888/r3feeUe5XE5Xr161oAYHcuzYMd2+fVtzc3N68cUXNTc3p46ODp08eVJ/8zd/o8OHDxsKm0wmNTMzY3IUrsGk3BeNRnX06FFNTEzY6Cr4RjU1NcpkMjp06JBOnTqlvr4+1dfXa2VlxYyGK0mSSCTU2tqqzs5OMxhk9lNTUxZckCy4sz8pdYyOjlpgCSenqalJ6XRaJ06cUCqV0t/93d8pEonY2ra1tcn3fROMRSoJHiHITENDw66SEahPJpNROp3e1SXpdjxHIhEzhPv379fFixdNcBlUDxmjaDSqdDptCKR0Xw4GcW0MJgGldN+5urQBRt/R1ZzJZHTz5k3jz2YyGXvXroHnnbiosEssl+6LAePscdo4NdAy5uLyd/Br2a9uwAfaQ9eji+qCYK3/f+y9aWxjZ3b++VySokiR4r6K1EJR+65SqTZZ5aqy3bbjTrc73egG2gg60wkSIDMfBplv82m+BxhMgMlMOkCCQSeNJAb6H3en206Xl7Zrc5VrUalKpV2ixEWUxFVcRZHinQ/yOU1WSbXb5bLvDzBcEiny8vLe9z3vOc953mwWJpMJFosFGxsbVbtqJBIJPh/0mpW7TADgnWquX7/O+jFapJEXZKUXHk3WVC6zWCxwOBy8ON3Z2cHa2ho2NzdZY0uVCbfbjZ2dHej1erR87qNJO69QdqhQKMButyMYDLIvJ2UeSV/W39+PyclJ5PN51NXVcQYfAFwuF5aXlzkTT010dA1ns1kYjUYolUreg7dS80rndnZ2lvdTp8Xs1tYW3xO0mL1bB0nXWjKZZBkMBbuVgSRpHdVqNQci6XSa9xjf3t5mzSAFKJXjbmX2rjJLS5l7Oq7KcjHNGXRdVUpRaFFB10exWOSFACUn6Nqz2WzsnUjjCi3KqTmKtMgajYYTIg6HgxMjtMAh+dP6+jr7j1J1g2Qp5GtZLBbhdruxtLRUlaldXFxEuVzmygT9jdFohEy21wRG16Ver+fKEdkgGQwGnDx5EjKZjHfJoTmMzieNGaVSCbFYDKVSCWazGV6vF0tLS7wxAQWC9F1TlSWTyXCwr1ar0dHRgVu3bvH4SqX8dDrN13RHRwc2NzexubnJ3d9KpRJer/chIo3789ABoiiK3/v8n/+HIAi/B6AH8N9PfAQSByKTydDX18c/9/b24r333sOvf/1rDl7sdjssFgsPRq+++iqmp6fh8/lgNpsRi8V4D0cqJ4yNjeHWrVsAwOUiq9WK9vZ2DA0N4erVq1Cr1ejp6eEb9cSJE1AqlSyqLxQKWF5e5gHKarVidXUVoiiydxwFS0ajkXVUOp0OKpUKDocDXq8XMzMzXIqksifprkwmE3Z2dtDc3Iyenh6cP3+em2du3LjB5QCTycQDi1ar5YFDEAQ0NDRAp9OhsbERa2traG9vR6lUQjgchtFohMFgQC6Xw9zcHFss0AS4vb2NtbU1TE1Nob6+HoFAgIPCmZkZJJNJ/Md//AcSiQR3PkejUWQyGS5pUVlod3eXu5jlcjk6Ozt5gKQMDQ0yRqMROp0OoVAIv/jFLxCLxXiQa2xs5EwcBXkymQxutxtut7tqb9O+vr6qvWlrampgNpuh0WgwOTnJx6NQKLjrklbzFMTTavnmzZtIp9PQ6/XcdPXaa6/h/PnzXIZUKpXcxWw2m3mFT+UXCqBoUVCpjbTb7dje3uZyD2W0mpqaUC6XMTAwgNXVVSSTSTQ0NCAajaKmpgYdHR2IRqNwOByc3aRyHkksFhcXYTQa2QfT4XDA7/ezxoq0jpRZsVqtnOVWq9VVonebzQa9Xs9bx1HgTWWxaDTKmTLKPoniHwT4Go0GbW1tEEWxSjeqUOz5F1L5TK/XIxQKcfamsnyvUCjQ1NSE7e3tKilGZembFn7ZbJYzz4lEghtm6BqhUnylJ2hl1k2v18PtdmNhYYFLXjRukM0ITZ5y+Z71T03Nnin/zMwMZ0pjsRhLPKh8Slk6ClYFQeCMOTWwtLS0VF0/9fX1mJ2d5cqB0WhkXZrL5UIymcTGxgaCwSAikQjy+TxbwTQ0NHB2jQLDUqnEWSLKyhcKBWi1WlitVgB/cEAg6xu1Wo0TJ04gEomgvr6eJ3ZaJPh8PtaBW63WqvuUMqT5fL5Kl0hNIhRY0thRW1uL119/HQqFAn6/H0qlknchiUaj7GhATS7AH0zO79YP0rVDjTo05lIGkAImup7JwqmymYaysw6HAydOnMD6+jrC4TA2NjY4EKTFFUkcKNt+9wKNAsWhoSFeEN65c+ee/ccr9yFOp9PscEESHSonu1wulMtlrKys8D1Dmkva0lSpVKKzs5PNvinzSE0qer2eNeSkk6ypqYHFYkFLS0uVwwUlNmw2GxwOBzY2NpBIJHixPjs7i83NTR4zSKMLgOdMki/U19ejpaWFqwurq6uclaSFR09PD4rFIieL6Hz29/fj7bffRiQS4bFcr9fjRz/6Ef7+7//+iWKQR8kgMqIofvJE7yrxWLjdbgwNDXGZUi6Xo7e3F+vr67x6pwEIANrb2xGLxRAIBOD3+3lQcjqdOH78ODQaDX76059CoVDgF7/4BQYHB9Hc3Ixbt27xFkbAniM7lQ5qa2vR39+PxcVFnngsFgtP1N/97nfx3//939xQoFar4XK5eOVJWUGlUgmHw4FQKARR3PPeotUgpfs3NzchCAKsVisEYW/PWdJwUICUzWZx+PBhHD9+HD/4wQ/Q2tqKf/iHf0CpVILb7UZbWxtveajVajEyMoK5uTnU1dXBZrOhu7sb6+vraG9v5wnv+PHjWF1dxeXLl3kij0ajXK5Uq9VYW1vD1tYW5ubm2Bqn0hiWgg4KQMi6hwZsrVbLWkaHwwGbzcYTw+HDhxGLxTA7O1vlS0dZucomoWQyiVwuh62tLSwvL7M+rXIApvImZWKoAUen0/EgXtlNLJfvbWXn9/tRLBaxurqKnZ0dzibQRHHjxg0uz25sbPBn1ev1AP6w16zL5UKhUIDX68W1a9eqmmgqPS7p/DmdTkSjURgMBtbCUVmQAmrKPAYCASiVSjidTgB/0ABSCYn0mZRh2dnZ23c6FosBANvN0DVHAQIFmXRN0sRYLpe5rE8TMZ0PCjYoG0r3i8Vi4QBcoVBgbW2NNW06nY61vd3d3cjlcjhy5AisViveffddAH/oLie9ZV1dHV555RUolUq88847WFlZ4WwqlZupvEbOBAD4GqQJmDJnFCDU19fzOUmlUnx/bW1twWAwwGAw8Pmkz00LqlQqhUwmw9quSnkDZa0BwGazsUtCZQc1HXdNTU2VHRCdt3w+j/b2dng8Hj5/FMySzQ8tLBsaGrC1tcXZ0e7ubs5UZjIZztw6nU4+b/Q6GxsbyOVy0Ov16OjogCjuNb4VCgUsLS1hfX0dgiBgenoaarWatYeJRAJarRblcpl9UI1GY5XFEwVndK1Q0CiXy2G1WnlBQ4tFuu8jkQh2dnawvLzMmjS9Xs8NDZRlpuvVZrOhrq4OjY2N2NnZwfXr1/n+JpkQja2kM5bL9/Y8jkQiAPbMsbu6uhAMBlFTU8Od/RTMFItF3Lx5E5lMhku/NEfQd0Zm8/Q5qbJE37dMtudP6PP5+F7Z3d3b9IBkIqRPl8lkfJwajYblLSqViu3Jtre3+Xv2+/1VZe1KLSAFnqRnJa1/MpmE1+uFUqnkcZb0qBaLhRt4CoUCgsEgjwlkrROLxZDJZDA/P494PA6dTgev1wutVgtBENDT04NsNotoNAq1Wo3W1lZ+L6fTyQ2qFLQeO3aMPXPlcjleeOEFrKyssCQrFoshGAyyZGZnZ4fdLUgS8qQ8VoAo8Wyw2+3o7e2FWq3mwQ0APvroIw4QAfCNabVa4XA4qixDbDYb8vk8Ojo68OKLL3L2sbGxEZ988glnupRKJS5cuMBp93Q6zSvLN954A5FIBAsLCygWi2ywazQaMT8/D6VSidbWVs4evPTSSzAYDLhx4wZrnsipP5fLoaGhAcePH8f8/Dxf8N3d3fD5fFw6s1qtGBwcRFNTE5qbm3Hx4kX2qmtqasLIyAjsdjtkMhmcTifr4TweD37605/i1q1b+OijjzA8PMyWKn/+53+Onp4efPLJJxgdHUU0GsX6+jp6e3uRTqfR2tqKrq4ubG1twefzsVaQjMc3Nja45JjL5VjXNDY2hsnJSaTTaWSzWTQ1NSGZTPIx0UAWDAbhcDgwMDCA9fV11qFsbm7ySlMQBM660iBfV1eHI0eOYGtrCysrK0gmk9wRSyVao9HIA7Zer+cSJTVG6HQ6mEwmpNNp9Pb2Ih6Pc/YgHA6zNo+CJcoCU2mGnqPVarmRiZpZqFRM2VDKpFD5lQI+arLRarVobW1FW1sbpqamOPvR3d2NQqGAQCCAy5cvY2Njg8sq1BVIOs7l5WXOglDw9uabb2JtbQ0LCwvo7OzEpUuXOMNKOlrKclOmKhqNQhAE9q9UKBRwuVxV24+RLpPKjyqVqqpjmCbwYDAIl8uF3t5epFIp1hRSxzK9byQSYY2v3+/nRqhMJoOGhgYuC3o8Hg4EWlpa4PF4MDs7yy4GAGAymTiLm0gkYDabuUlDEASMjo5ifn6ehfEmkwl+vx9erxcqlYqz5clkEjqdDlqtlhd3lOkmfWE+n8fi4iKamppYo5rP57G8vIxsNsuTbSqVYg0fLRpqa2thMBh48Ufdxq2trTh8+DB+9rOfIZVK8Ti3srKC/v5+jI6OYnV1FXV1dfB4PLwQmp2d5aYYlUoFo9GI48eP4ze/+Q0CgQBr1ui6oYUT6dFIs0flcQqk3W435PI9A3nKYlF2lTLhgrC3a1B3dzcCgQBrYcknlZrVKAgbGxvjRV0oFEI6neYGBbfbzVZMarUaHo8Hw8PD+N3vfsfBE0l+XC4X1tbW4PF4eIw3GAw4fPgw1tbWeKs8g8HAWeKTJ0/yPZ3NZtncn+YAlUqF1tZWlEol2Gw2rK2twW63o1Ao8EKEsm2V3qR2u53vj8pmGrKXIX0zlZkpm0rPozmrrq4ObW1t6Ovrw+3bt7nxkDTUer0eo6OjXBWg96KxJZVKcbNbTU0N/H4/684XFhZYy0xlarlczllJ0mRTw1s2m0VDQwPUajXeeustpFIp/O53v8P8/Dxn/CiApsUsjfdkUVNbW4tYLMaBZGtrKy9GRkdHoVQqcfHiRT4PgiAgkUggHo/j5s2b6O/v5wUXBZx37tzhUrLP5+PvnmQfer2eFytPytcuQBQEoRHAzwE4AJQB/KMoin9313MEAH8H4I8A5AD8mSiKT9YP/iUgk8n21RXU1dVhbW2Ng5NMJsM31ujoKBobGxEKhdDX14fDhw/jX/7lX1Aul9HQ0MCDHU2WfX19OHPmDJRKJf75n/+ZM2e04id7nr6+PhbPtre3Y2NjAz09PVy6SqfTrHVrb29HbW0tlpaW0N3djWPHjuHdd99FOBwGAC6fOBwOLjMYjUa43W7EYjHU1tbyJF1bW4uTJ09icXERpVIJx44dYzsgGnQNBgPK5TL6+/shl8sxMTGBzz77DKlUCleuXIHJZMLRo0dx5swZAHsC6FwuB41GA7vdjm9961s4efIkzp49C4/Hg2QyiXPnzuHixYsol/d8tqg7t6mpCQD4GLVaLcxmM1paWlBbW4v19XUuMVdqksrlMiwWC0/6TqcTVqsVKpUKoVAI0WiUS2+UwaAgz2g04vXXX8fc3BwL/X0+H9xuNwcAtDgIBALQarV4//330djYiHw+D6fTyeVw0jSlUik0NjZCFEXugBdFkbM1/f393CFM+jjKvIiiiLa2NqyurkKtVqOxsRHhcJizOVTKotIpZekoYyQIAsxmM3p6evizU6mUdJOUBdRoNFx69Pv9MJvNqKur4+uhubkZdrsdJpOJs0TlchmNjY0wGo2c6dJqtWwaTka8dM/QdU7n3u12c9C4vr6OaDQKl8vFmTqNRsP6NaVSybpPui5oEbWyssKTkN1u5/NKCx2dTofm5mZMTU0hGo2y7ogCq0wmA5PJhMXFRSSTSXR1dSGbzcJgMHADC93HpD2k/bep1Hns2DGMj48jHo/j0qVLnIUeGBiATCZDIBBAU1MT8vk8XC4XN2qQ559Wq0VNTQ3+6q/+Cv/6r/+KZDKJvr4+hMNh7kAOBoMchPT29rKgf3V1FalUCjdv3mQ9LVVBTp8+jUQigenpaayvr7OeksqzlG1pb2/nDGdbWxu8Xi/sdjuuXLmChYUF5HI5BINB5HI5Lr9Tsx6VVmUyGZqbm7G4uMj6MQAcpJpMJuTzeUxMTCAQCPDfAXsl98bGRgwNDcHn86GxsZFL3iSrIFcKag6kBZZWq4XRaORrknbSWlpaYm02dbl7vV4eExwOBzo6OmC32znbOzg4iMbGRvzbv/0bjhw5gkAgwM081PlL91HlQmhzc5Oz/KQ1LxaL6O7uxptvvomPPvoIR48eRSQSwfLyMiwWCxKJBNra2lAoFGCz2dhxQyaTweVyIZFIwG6387ixtrbGTgQul4ubeCjjR9lUysydPn2adXZUeQkEAlhbW6uyhKIFSzgchlqthtfrRXt7O+7cuYNCocC/b29v5wxuoVDA0aNH+ZoiOYHL5YLVakVDQwNrRPv6+rCzswOn0wmz2czOHDdv3sT09DTcbjdMJhMHh52dnTAYDFheXuZx5MSJE6yBpS76lZUV6HQ6jI+PI5PJ4N///d+xs7ODcDjM5WrqL6irq8PQ0BBKpRJ6e3vx4x//mLPjJ0+exM2bN7G7u8uaxkgkwhWG+vp6nhvJPeRJ+doFiABKAP43URRvCIJQD+C6IAjvi6I4XfGc17Fn+N0O4CiA//fz/z+XdHR0QKvVYmVlBbdv30Ymk4HFYuHHacWeTCZhtVrx2muvYWlpCe+99x5EUWRtF4mgaVKx2WyIRqNVnWtqtRpGoxGNjY0IBAK8ch4dHa1qPFlbW+MyQ6lUQkNDAw82FFBqtVqMj4+zz+P4+DhWV1cRj8d55QYAnZ2deO211/DOO+9gfX0d8XgcTU1NEAQB/f39mJ6exvvvv49MJsNBotlsrhr4FQoFhoeHWajtcDj4/NAkrFKpuPSoUqlQU1OD6elp3hdXo9HA6/VCr9ejra2Nu6GpzDw0NASXy4XV1VUMDg6yLm5iYgLz8/MsLq+pqUFfXx98Ph+cTieCwSCfIwqwh4eH2dfyL/7iL2C32xGLxfDOO+9wZtXr9WJwcBCCIODDDz9EMBhEMBhEc3MzlwPNZjOcTievlgcGBmC32xEOh9HW1sbn+ezZs5wZ6OrqwsjICFtPLC0twWq1cjmXMnmZTAahUAiCIKCpqQlarRZ2ux19fX24cuUKN+BQGbujowMGgwG3b9/mhQcAzugEg0EOoEjPptPpMDIywoEoNfqcOnUK//Zv/4ZEIgG3281WTtTNSo0Z5OcWjUZRKpVYQ+dyuTjDe+jQIZRKJTgcDuh0Ota6eb1enD9/HsPDw+jv70epVML169fxq1/9ipuSVldXoVKpoNVq8e1vfxu5XA5Xr17l3xsMBmSzWc5oqNVq2O12LnmrVCqcOnUK169fRzKZ5HuUmmOGhoawsLDAkw35rFEmtbW1FW+99RYKhQKXtpRKJWsdQ6EQNjc3UV9fjzt37uDWrVswGAyIRqMIBoPcUSkIAoxGI0ZGRrgpYnd3FxsbG/wd0/aQgiDgxo0bkMvlXDUIhUJobGxEe3s7ZDIZlpaW2CR+c3MTzc3NaGtrw+zsLBszu1wuLrEbDAacOnUKVqsVt27dQmdnZ9VWam63G9FolPXXdF3RORNFERsbG7y9mEy25wNpMpnQ09ODa9euIZFIcKBGkyw17ywuLqK3txeRSATNzc0sqyBJQ21tLcxmM5qamuD1etHR0YHOzk7uZqbFG2UaycqHfP1MJhP6+vr4vNPiqqOjA6VSibeuI5scyrhqNBp8+umnMJlM6Orqwrlz53hRSBm5fD7Pu+QNxc0AACAASURBVCRRQEyyCb1ez44D2WwWkUgEtbW1SKVSnKn0eDw4c+YMhoeH4ff7YbVaYTQaYbPZUF9fj3PnzvGibGdnhytMKpUKIyMjfK3X1tayjjYUCuFP//RPkcvl8J//+Z/IZrPw+XycdafGFxpzMpkMJwOy2SxWVlbYPYMsZcgtgcaHnZ0dNDY2smMFaVtJwnTo0CH84Ac/QHNzMyYmJlhXXSwWkU6nYbfb4fF4MDIygq2tLfT09ADYk3IBwMzMDCYnJzE1NcXVlZ2dHTgcDvT09LBOlfZul8vlOH78OObm5ngMikaj3PB5+/Ztvj/7+/tRKBTQ2NiItrY2aLVa2Gw2KBQK9Pf3c8WF9N6V49HMzAyfh5deegmJRAJ37tzh7CVZiH3ZXczPBaIohgGEP/93WhCEGQAuAJUB4ncB/FzcS59dFgTBIAiC8/O/fe4wmUwwmUxQKpV8cVI2BABrZaiLuLGxkbvpMpkM1tbW0NTUhNbWVtjtdgBgGxzS/CwuLkKr1aKzs5M7cil7YbPZ0NDQgBs3bkCn06GnpwdOpxM3btzgDACZFS8uLuL8+fPchU2TvlarxfDwMLLZLNxuNwdfpDGpq6uD2+3GzMwMPv74Y1itVgwPD/PWT8FgkD8rrTZNJhOcTif6+vqwsbEBj8cDn88HYC/oJDQaDba2tjgLQxkmrVaL69evI5fLcRcjBV6hUAgAuJuws7MTyWQS4XCYdWLLy8s82FgsFgwPD7NnYn19PV5++WWsrq5ie3sbRqMR3//+95FOp/Hhhx9iaGiIV//9/f1cXqCdYTKZDL73ve9BLpfj8uXLcLvdaG5u5pLXmTNncOXKFbZZ6erqYgPclZUV1oW2t7djYGAA169fB7BnvfTHf/zHOHHiBD755BMMDw9jYmICc3Nz0Gg0PIjqdDrMzs7i/fffh0ql4p1pVlZWoFarcebMGaTTabz77rsol8twuVzweDyw2WzY3Nzk/WPz+Tzq6+u569psNrOGSafT4fTp0zhz5gzMZjNWVlZw4cIFGAwGtLW1cVZZJpOho6ODj4u8Fl999VUEAgFYrVaMjIwgGAzivffeg1arxYsvvojp6WlotVq0tLTA5/NxdgzY0zJ6vV74/X5otVrOjpdKJVy5cgWiKCIWi3GpOZ/Ps0dZoVCA1WqtMqwn3RNpQTs7OxEOh9nbj5pu3G43PB4PmpqaMDAwwM0mpCmkzOatW7e4wYBMxOPxOObm5qBQKNDS0sLaT2oiMRgMKBQKiMfjSKVSrG9VKpWYmZnh7BgFjdvb23A6nWyDUxmQkLaZJBMmkwkNDQ3swUqluubmZmxubmJhYYEzYP39/bBYLJzh/6//+i+8/fbbLKtob29n0T8tQru6unDz5k3uTLVYLFzWpCYSGguj0Sg8Hg+/zne/+10Ae1pOm80GlUqFs2fPQqfToa+vD01NTchkMhgcHMTOzg66u7vxs5/9DJlMBkNDQ+zeQAF5a2sr1tfXEQwGeRyo9D2lrPfAwABUKhUuXboEs9mM73znO/j973+PaDQKjUYDo9HIgV5TUxPfQ1SFoBL49vY2jh07hu7ubi7fDw0N8f2oVqtx6NAhfPzxxyiXy/B6vazZa2pqQiAQYL2wXq/HsWPH0Nvbi4sXLyISicDj8WB7exuXLl3ijmKLxYLe3l62fbp9+zY7P1Dz2JEjRzA2NsaSkKmpKZw9exY+nw+lUgkLCwuQy/dM8WnrRArODh06hEAggJ2dHczNzSEcDrMjx9DQEAKBAM6dOweXy8XNZ6urq1xKJSukf/qnf+Jkg8VigdfrRV9fH65duwaDwYD+/n7o9Xq4XC7O6ieTSZw/fx46nY6bsDY3N3HhwgUOuqgKUmmbRd+XXC6HxWLB+vo6azWpmkT6/9XVVSQSCWxubrKG9s6dO2hoaMCpzz1679y5wzvfqFQqBINBrKyscEl+dnaWm6kaGhpw8+ZNrnLRPthtbW2Ym5uD3W6HRqPB6OgoNjc3EQ6Hq5JEj8vXLkCsRBCEFgDDAK7c9ZALQKDi5+Dnv6sKEAVB+EsAfwmAS4lfZehiAaoDRNJsZTIZ3Llzh8smL7/8MtbX1+FyuXD69Omqv/nss8+4VGuz2VjHQzoqAJz6LxaLmJubQ6FQQG9vL69cNBoNLl26BGDPT4pKV7TLxvDwMF588UWk02le+d+tQ6PuPgCcTZHJ9rYOI/Noq9XKO4x4PB62UFAqlWhoaMDy8jIAcKaSglqCSvSU5ZmYmIDRaEQ+n0c6neYAyO12s32D0WhkIb7D4cDY2Bg0Gg2Wl5cxOzuL1tZW+Hw+3mKRygfHjx/H2toaXC4Xl+vJloB2gxkdHcWrr77KZVk6N4Ig4PXXX0c8HofX64VGo8HMzAzi8TjK5TLOnDnDJRFqTFlfX8fCwgLrp4LBIJupUlNMMBhEQ0MDzGYzlEol+vr6uEtZEAS8+uqrOHz4MC5cuIChoSG0tLRw+ZU6OQuFAkwmE9bX12E2m9He3o5cLoeFhQWsr6/DYrGwkfLAwADbZExMTHAXIfnakV6HOihDoRCSySTm5+e5AzKRSHC2d21tDSaTiUtxqVQKb775JlpaWrjjvru7GwqFAh0dHTh27Bhf6z/60Y9QW1uLixcvAgC6urpgNptx5coVzjLI5XJ88MEHfL309/ezF+PIyAja29uxvr4OhULBNkoAYDabodPp0NnZCb/fz56gvb29OHToEG7fvs1BG5WTjUYj791MWe7JyUn4/X4Ae4L7UCjEmWKLxYLd3b1ddmgnmoGBAXz/+9+H3++HTqfDmTNnsLKyAr1ej/b2dsjlci5NHT58mD0Kqdkgn89jaGiIM1xKpRIej4czq5cuXcLk5CRSqRR6enpw8uRJvPDCC5iZmUF/fz8SiQRu376NWCzGUgqZTAaPxwOHw4Hh4WGo1Wr+fEtLSwiFQnC5XFAoFLh+/Tobo1NGqK6ujs3uHQ4H3ytGo5EzWk1NTdjY2IDFYkFrayt+8pOf4Pbt2/jd736HQqGAl156ifXJi4uL8Pv9GBkZwZtvvomVz7fdFEWRs59KpRJarRbHjx/H9PQ069T6+/vh9XphNpvx7rvvYnBwEJFIBD6fD4cOHUJ3dzfGx8fh8XgwPz+PcDjMFZijR49ieXkZAwMD0Gg0mJ6e5irF8PAwmpqa4PP5WHayvb2NlpYWvPHGG+xasby8jHA4zJ58kUgEv/nNb5DNZtHY2IhYLAaFQoHXX3+dx0rSUnd0dEAul8Pv9/Pihfbzrqy8rK+vY2hoiJslrl69ytmttrY2ltRQYxMAjI2NsT45FothaGgIdrsdU1NT+PTTTwHsLeB6e3uhVCoxOjrKC9xUKoWWlha0traio6MDP/7xj/Hyyy9z57zL5cLf/u3fcvOYxWKB0+nk5ksaT//kT/4EDoeDKxG0wUSlfyQdczgcht1u53Lz22+/jXA4jIWFBQB7SZLz588jmUzCaDRy+T8SiUCv12NlZQXpdBoNDQ14+eWX+b63WCy8peHNmzcxMzPDchqbzcZBP0kf6urqcOLECSwvL7NNGG3LOzc3B5PJhHK5jImJCZYvuN1utkwjp4+mpibW8ieTSa6WPAlf2wBREAQtgF8C+F9FUUzd/fA+f3LPjvSiKP4jgH8EgMOHDz/ajvXPAJlMhsHBQUxOTsJgMPDvqWxB4ne6Waj7joyoiWKxiM3NTQ6KDQYDJiYmeEAnQTA1EMzMzCAQCMBoNPJAQJjNZgB7NyX9p9VqceLECXzve9/j7lPC4XDg29/+NiYmJgCAGw+AvcFlaGgIa2trqK+vx8zMDPx+P3p6ethCgCbWeDyOhYUFbkghDdrJkyerdpcAwJ+dNC7r6+tV3Wbj4+MYGxvD6uoqBEFAY2Mje4XRMVJQ7PV6kcvl4PV6eacKj8cDmUyGmZkZ7jZrampiXeHAwABisRgmJycB7GVBSGvkcrnu+Y6bmppYOxqPx2Gz2eB0OrG4uMhZxFgshsbGRrhcLm4Ioe5QURRx7do19g6kTkiTyYTm5mY+H5V+ehaLhWUMtEigTnXSp42MjPD+0bdv30ZraytGRkYwNTXFGRGytZDJZLhz5w57HZLdCZ1bKst+8sknWF5e5mMiPU46nYbBYMALL7zAi4ampibWu544cYLLP7Ozs1hYWMDW1hba29vxwx/+EJFIBMePH4fb7UY2m+XMIWUsmpubuXmjoaGh6js4duwYfD4fyzXI0iMYDGJhYQGRSAQNDQ3QarXcGU02Pc3NzRgfH0d3dzeMRiMSiQQ6OjrYckkul6O/v58zh9RN3tjYCKfTiZmZGXg8HqhUKgwNDeGFF17g+zkSiUCpVGJsbIybg+ieo0wtBWsOhwOxWAytra1obm7GhQsX2PhbpVKhq6sLnZ2d3HxCGt9UKoXBwUHWdf71X/81RkdHoVAoWCJAuxHFYjE4HA6YTCa88cYbsNlsMJlMPCYQ6XQav/3tb7l0aDQaMT4+zpq5Tz75hK9bCqANBgNnkqjRxel0wufz8Xn98MMPee90ckegTPPNmzchCHtb4G1sbODUqVNcviVnBXr/X//614jFYtjY2MCtW7cwMzMDYC8Ttby8zJ+RbJe8Xi8vWEOhEO8A0tDQgFwuh83NTe7uttvtcDgcvF/4qVOnuGN4d3cXV69e5QWDXC7HK6+8gl/96ldob29Hc3MzcrkcpqamsL6+DmAvMaBWq9lMenl5GcViES6XC3K5HENDQ7h27Ro7O5AvYF1dHbxeL06ePIlsNstbCJK9i9lshiAILGvZD5lMhpGRERQKBZw9exaBQIA7bclpg6zLAoEA28NotVoMDAzgJz/5Cet4ac/41tZWLC4uolgssqawoaEBfX196Onpgd/v5yYoMlEnaUA2m0UsFuN7iaDKzPz8PBQKBS5fvgxgb+enxcVFznzSItBms2FnZwcXLlzgRQxtaQv8IQFD2Gw2vPHGGwD25DOLi4tsdwPsmVvTzim0MFQqlawpXl9f54paPB7H6dOnEQ6HuePfYDDwQkuhUOD9999nW7UrV64gFovx2PekfC0DREEQarAXHP5CFMX/sc9TggAqtzBx42ti+t3U1MSZrkpo0EwkEnA4HLDb7eywbzQaEQwGeeKnfaFJZ6hSqfgmI9NtlUrFA5QgCGhvb2fdXSXkTUa6KGCvy5pW8/vhcDjY00qv17MfGQDutuzs7MTq6irW1va+tubmZuTzeZw6dQqjo6Ms2hY/d/Fvb28HANa9VUIlcp1Ox1oPnU7HGqYzZ85AEISqsvRBUMahXC7D7XYjl8vB4/HAbDaz9QI1epA3FlkgdHd3AwAHxAdBe2Ln83kkk0m0trbC5XLh8uXLWFpaYv3kwMAAe/ddu3YNmUyGTVWpmcRsNrMnFw0oZI5cCXnULS8v897JlA222WycxaVubWoAKRQKVXvDZjIZdHZ2cvbE4/HgpZde4vL8wMAAzp07h5WVFTQ2NiKRSGBwcLDK5JjsgsbHx9He3g6dTodwOMzSCQA8YLvdbgwMDHCzhcfjYfkAUXlNULaWsqizs7NsWFsJaQJJkkGaTMqgkAFwKpXC2bNn2eeRGl5mZ2exsbGB1dVVLi3T7g1kCQMAwWCQrw+lUsnNJh999BF37RPUxEXZB+pIFUURhw8f5q7QU6dOcbm7trYWAwMDyGQy6Orqgs/ng9fr5WsR2Cv5kq1HoVDAwMAALBYL9Ho9Tp48WXVOKOtKXdY6nQ6BQAClUonvwbtpbm5GXV0dZ2TITiQWi6G5uRmDg4M4f/48n2sqdZPV1dbWFjY3N9Ha2orjx49z2T0cDsNsNsPtdqO2thbLy8uYnJyEKIo4efIkXn/9dc5Qmkwm/Nmf/RkOHz4MAPj5z3+OmZkZ6HQ6dHV1YXl5GTs7O3C5XLxwdjqdEEURVqsVL7/8MtbW1pBMJuH3+zmLJ5PJcOTIEQwMDKC3t5cbRoA983GTyYTvfve77GJQV1dXFYDRbjC0qPV6vRgfH0cqlcLU1BSPhcPDw3j77be5cWJiYoJ1jclkkg3SDQYDuru7uYGnqamJvSkHBwe5uUIQ9rYQ3d3dxe3btzmzSAup+0HZRdKJGgwGjI2NccPc5OQkyyPIJD8ej+PWrVscmBFkVRUIBNDS0sI2OalUCqFQCCaTCSMjI1zZoftHq9UiFothZWWF92An6urqeCtAGrPoPam6USwWeR6i85NKpdDQ0FAlI1Kr1fcdr7u6uuDxeLjS0t7eDpvNhmPHjkEURbz33ntVyZmRkRH+dzwex8WLF9nWhsamnp6eqjmR5lHadWpwcBANDQ1SF/N+fN6h/E8AZkRR/D8PeNqvAfwvgiD8O/aaU7aeV/3hftwdHAJ7O7P4fD4WTlOnoU6ng9FoxM2bN7kzDdjL/FksFtavBAIBqNVqtLW1sVcWCfX7+vrYmma/wJQuVNr7WRTFe7IylSgUChw6dGjfx0hLBeyl8hcXF3nFSc0oer2ebT8eBhJbl0olfPDBB1zOA/aC1ccR+8pkMgwPD/PP1K1HWsnKLZcoEKYB4EE0NDRgYWEBMzMzKJfLMJlM0Ol0+Na3vgVgL+t08eLFqmyu1WqF1WrFwMAAbt26BZPJhLGxMX6cJjYyy90Pr9db1UW/tbWFc+fOAQCXp48cOYKdnR2YzWasra2xQN9gMHAmo7GxEXa7Hevr60gmkzh9+jSSySQuXrzIE5dOp4PdbkdDQwPGxsZw7do1yOVy9PX1wWg08iRrNBrZeFoURW4AoACQxOq0+NnPG6zy89J3LZfL0d7ejmKxiKWlpaprgiDDaXpdk8mEt956izV4JLD/xS9+gUKhgKGhIfzwhz/keyCdTuPcuXPo6+tDa2srzp49y1Yd5JGZyWRgt9s5aCSfU/LErIT0mOSnV/mZqNuXGiHoOiKrKbqXSV9WSUtLC28RmM/n0dPTw354ldCe2X19fay3pUxvKpXCwsJCVWBeW1vL5623txfAH/aNv3jxYpU9jMfjwcmTJ7m5qBJRFHHhwgWYTCbo9XpuFrgbg8GA6elpDrhpYg6Hw4hEIggEArh06RIaGxuh1+sxNDSE06dP864rFosFx48fR2dnJyKRCFcH4vE46uvr4XK58Mknn7Ch/Pj4OORyOT7++GMOIuRyOZ+P5uZmCILAn5maAyuhxjrCarWira2tarcVWtx9+OGH2NraQiaTQWtrKzsPUGPFysoKf/729na0tbXhb/7mbxCJRNDT08PfJy1iA4EAy2R6enq4weJhuHv8LhaLfH1TUwhl8o4cOYJUKnVPtYSCVKpKtLW1sbckVZYOHTpUlb0jaPyZm5vD7Oxs1WPUjOnxeFgfDOwFXmNjYw/0D+zq6uLFLPkKH4TFYsHo6ChSqRRUKhWOHDnCSRQqJ1cGiJXQ9by1tYWGhoaq4PHuz5rJZHDy5Enu0n5afO0CRABjAP4UwG1BEG5+/rv/HUATAIii+A8A3sWexc0i9mxu/qdncJxfKuQ1l0wm0dPTg7Nnz8Lv9+PIkSM82Jw+fbpqNUT2B7RTCZUvLBYLXC4XmxkfOXLkwPel3RmAvUCsMih5Uigbs7m5yebPT4JCocC3vvWte3ateFoMDg5ygLW1tcWZFaPReE/m9X7QvqQkkL97QNPpdDh16tQ9K2fSVVE2sJLKwPth0ev1GBsbY+0bAM7APAynT59mY2WTyYTx8XEkk0n2BCPPOipNxmIx1NfX3/c429ra7vmd0+m87yBO12elLpXo6upiY+e72e84FAoFXnvttaq9Zp1OJ65cuYLe3l7elgwAbxe2sLCAhYUFTE5OclOJ1Wrl+22/zBt1IldCVk0HLWjuvj+o7D89vde/RyXCuyeszs5O2O12JBIJvPPOO8jlctwxWUl9fT18Ph8++OADKBQKjI2NIR6P48aNG1AqlfdM1MCerrixsRGHDh1iWcHk5CQvOuPxOLa2tlAul9n6aj+y2Sybex90L2m12n3HKro+HA4Hrl69ys0ER44c4e+wvr4edrsddrsd8/PzWFpaArCnw6Yt0HQ6Hfr7+9HT04OlpSXOPgOoOqdkhVI5ke/u7mJtbQ03btzg5gMyWK5ELpdXZXeJWCyG7u5utqyi60ihULBhfltbG3e/j4+PY25uDm63+56xANhbFMzNzUGn02F4eBi7u7v48MMP71l8PCyVex/39fWxMT1pMx0OBywWC++o86R0d3fvez+Xy2WWYlCmnaDA+GG433hSCVWient7sbS0hKtXr/L3TlnL+2Ug29raMDExcWD2HdhrLCRT9acZHAJfwwBRFMUL2F9jWPkcEcD//OUc0VcHsnNpbW3Fa6+9hqmpKZhMJkQiEfaTq6SmpgZtbW3cydjT04N0Oo2NjQ22u7hbT/RlYrPZ2Hg0lUrtO9A9KpVZ1KcNdRYC4O3/Hpe+vj6EQiHodLp9M35qtXrflTUAvPrqqw9VKnoYnsStn3aVIAwGA+rr63mrNWpSIs0cZWq+CGhnkruRyWT3zXbvB1kpEYODg/vqtgRBwKFDhzhzVCgUEIlEMDAwwM0EB0FG3B9//DH/jgLLh6Wjo6Pqnjno2qf9gM1mM/r6+hAI7PX33d0lSc1LxWKR9WckLzh9+nSVsTIAtt1Z+XxrNDoHMpkMAwMDHIwkk0l89tln+074BG2PCOCxrxGbzYajR48iEAigr6+v6juk16TSptVqRXd3N86fP4/m5mZ0dnbi5s2b0Gq16OrqQk1NDWZnZ3lXn8rqwH7fK23/mEgkkM/noVQq2THgYdje3kZzczNOnz6NTz/9FOfOncNnn32GlpYW9nAcHx9HV1cX60RPnz594Os1NDTcc92PjY09UmXmblpaWlj3+iAZzZNSU1Nz4ELhUe/nJ0EQBIyPjwPYG/PvXtTRvXUQ5Axwv0SF0Wi8b5LmSfjaBYgSB0N6CEEQ2PCUfA7vt7G3RqPBsWPHYDabIZPJEAqFcOPGnq/4fhmbLwva4q+pqQkKheKZBqtfNmQn8jg8reDwi0Aul2N0dBR6vb5KC0kWOY+bwXgQ++kuvwzu/h4XFxfZSup+NDQ0IJlMVumMtFotmpubH+n9HzVDbjAYeM/Xu4MFrVaL3t5eNlinrdJo94q7A/Dh4WFMT0+zXAAAb5tY+T0bDAaWTxyE0+nkLdNIq/g4WCyWfe1BSNfr9/uxvb2N7u5u3rGCNGyRSISzYG1tbY80NtbV1eHUqVMAwJ2zd5NKpXDjxg3+zgVBQEdHB1wuF+tXVSoVzpw5wxZAOp2OHRpaW1ufaEH3pFu3UVPXN5WDrq0H8TSrWI/83s/snSW+dGjlCOwFfbSTyMNQmZkgcTzZDTwrampqcOLEiWf2/hJfDPtN8LQ7wdcZr9cLh8PxUBlslUp1oE73i4QCRGqu2g/aHnJrawvZbPbArObT/Ay1tbU4evSL3etAp9MhFotxRhvYy95QRzD5Rj4pBoMBwWCQ93UngsFgleYtnU7zfshkPE/BxMDAAP/d/Rb/EhL3QwoQJR4Z2uc5nU5/7SdtCYkvi/2ycl816PgetDAk825qwPo60NfXh0gkAp1Ox4GYwWCA3+9ng/InyV4S5LFHmlJiY2MDZrOZg+pisYhLly5hfn4eAB5JXiAh8TBIAaLEYzE0NFTVzCEhIfH1x2q1wu12P1DHRcbsNTU1T6S1/Sqh0+nucRqgRgfa/vN+utGHhQLqra0tDhBzuRwymUyVhKCmpgYnT57kZoen0dwhIVGJFCBKPBYPa3cgISHx9YH2NH8QFOR4PJ5nqqH6oiHzftoO7WlA3ag3btzgDQMoCLxbd/y0un4lJPbj63vnSkhISEg8E/R6PY4ePfpMNcpfFk87Q0oeqpXbmgJ7zgSSpEfiy0QKECUkJCQknjqP22Uvsb/NjITEl80XY/gmISEhISEhISHx3CIFiBISEhISEhISElUIlRtjSxyMIAhpAHPP+jgkHhsLgOgDnyXxVUT67p5vpO/v+UX67p5vOkVRfOztpyQN4sMzJ4riw280K/GVQhCEa9L393wifXfPN9L39/wifXfPN4IgXHuSv5dKzBISEhISEhISElVIAaKEhISEhISEhEQVUoD48Pzjsz4AiSdC+v6eX6Tv7vlG+v6eX6Tv7vnmib4/qUlFQkJCQkJCQkKiCimDKCEhISEhISEhUYUUIEpISEhISEhISFQhBYgSEhISEhISEhJVSAGihISEhISEhIREFVKAKCEhISEhISEhUYUUIEpISEhISEhISFQhBYgSEhISEhISEhJVSAGihISEhISEhIREFVKAKCEhISEhISEhUYUUIEpISEhISEhISFSheNYH8LxgsVjElpaWZ30YEhISEhISEhIP5Pr161FRFK2P+/dSgPiQtLS04Nq1a8/6MCQkJCQkJCQkHoggCKtP8vdSiVlCQkJCQkJCQqIKKYMo8Y1jenoaCoUCHR0dT+X1NjY2EAqFYDAY0Nra+lReU0JCQkJC4lkiBYgS3zhCoRBkMtk9AWI6nUaxWOSfdTodFIoH3yJLS0uIxWIIh8NSgCghISEh8bVAChAlvlHs7u5ie3sbALCzswOlUgkACAQCuHnzZtVzm5qaMDg4+MDXzOfzAIByuYxisYiamppHPq719XXU19dDo9E88t9KSEhISEg8baQAUeIbRS6X438nk0nYbDZks1ncvn0bFosF7e3tAIDbt29zIHk/RFFEPp+HWq1GPp9HoVA4MEAslUpIp9MAAKVSCY1Gg62tLWxsbGBubg5qtRonT57koPWbTLFY5MCbqKmpgVqtfkZHJCEhIfHNQgoQJb5RZLNZ/jcFiHNzcwCA4eFhqFQqAIBarcbOzs4DX69QKEAURRiNRg4QtVrtvs+9c+cO/H4/AEAQBIyOjuKzzz4DAJjNZiQSCczOzmJgYOCJPuPXgYsXL3IwTchkMrzyyitSAC0hISHxJSAFiBLfKChAVKlUCIfDEEURoVAIbW1tHBwCexm+4ZKN4AAAIABJREFUymzjQdBzDAYD1tbW7pt1zGQy0Ol08Hg8mJycxOzsLADg2LFjsFgsuHTpUlUA+00mm83C6XTC7XYDAFKpFObm5pDJZGAymZ7x0UlISDws8XgcqVQKko/w84dkcyPxjSKTyUCpVMLlciGVSmF+fh5KpfKe5pKampqHyiBSGdRoNALYyygexPb2Nurr69HY2IiamhqkUilotVpYrVYIgoDa2tr7/v03hZ2dHZTLZZjNZjgcDjgcDrhcLgB4qKBd4sGUSiUkEomq/1Kp1BfyXplMBqVS6Qt5bYmvPj6fjxfDEs8XUgZR4htFLpeDRqNBT08Purq6AOxNlouLi9jd3eXn+Xw++P1+bGxswG63H/h6FCDqdDrIZLIHBogqlQqCIMBsNmN9fR0Wi4UfVyqVUoAIcBa2MqOrVqshCMKXkmHNZrNYX1+HRqOBw+H4wt/vWTA5OYm1tbV7fj82NvZUM7SiKOLChQswm80YHR19aq8r8fyQzWa/kguETCaDjY0NAHtjDS1CH5XNzU1Eo1H+Wa1Ww+PxPJVjfNZIAaLEMyeTyXAX7/2Csaf1XhSUyWR7CfRwOIyLFy/C4XCwvi0ej2NzcxNTU1P3PaZcLgelUgmFQoHa2toDS8zFYhHlchlKpRJbW1vcrVwZINbW1mJnZweiKEIQhKfyeZ9H9gsQZTIZ1Gr1lxIgzszMIBwOQxAEvPHGG1/p7yKZTMJgMDzy3+Xzeej1el4klctlXL16FdFo9IkDxN3dXfh8PoiiCIvFgmKxiPX1daRSKdTX1wPAV/qcSjxdcrkcRFHE7u4u5HL5sz4cZmpqCpFIhH82m81VY86jvE4ul4NMJoMoiiiXy3A6nQ/1WolEAlNTU1X2anejVCpx7Nixh7Jce9pIAeLXmFwux5mXx0UURWxsbKBcLsNutz/1G3x3dxeXL19GPp+HTCbDH/3RHz3weIvFItbW1lAul+95zGq1Htgksr29je3tbWg0GqRSKajVatTU1GBxcRF+vx9ut5v/VqfTIZPJYG5uDmfOnKk6po2NDS4/J5NJ7qy9X4k4n88jkUjg6tWr0Gq12N3dRUtLC2w2Gz+ntrYWwF6Z+nEGqq8L+wWIAKDRaB45QIzFYlhfX4fT6XzowGdrawvA3rVfKpUey7boaRAOh2G323khczexWAyXLl1CX1/fI2csisUi6uvrq66/+vp6xOPxJzpmAIhGo5iZmQEAPueCIOCTTz7h56jVapw5c+bAzybxfFAul7Gzs3PgeLWzs8PBT6lU+soEiOVyGbFYDC0tLbBYLLh27Rry+fwjjburq6tIp9OYnZ1Fc3MzmpubEY1GMT8//1Cvlc1mcenSJdTW1h44Nm1vbyMWiyGTyTzWQvBJkQLErynZbBa///3vMTAwgKampkf+e1EUkcvlEIvFcPnyZQDAwMAANw3U1dU90uBeLBbh9/urgjqavNPpNPr7+7G8vIzbt29Dp9PBZrNhd3cXgiBAo9FUBWjBYBBTU1P7vo/NZsPRo0f3fSyRSCAWi+Hjjz+GRqOBy+XCqVOnEAgEoNFoYLFYuBRSW1sLmUyG1dVVZLNZDhxTqRR3HhONjY0A9gKagzRy6XQay8vLGBkZQWdnJ+bm5tDQ0FA1YFKAeL8B95sABYh0Poi6urp9y6IHsbu7i08//RSiKKJQKDxUgFgqlViGkM1msbOz80wCxEwmg2vXrmF4eJjvubuhiXdtbe2RA8T9Al+TyYRQKPTEGWxaPMnlcqysrMBoNOLw4cNIJpMA9u6hcDiMfD7/jff93NjYwMzMDJRKJY4ePfpIAdTjfE+BQIBdGwBAoVDg2LFjjz3ezM7OYmlpCS+//PK+FlSVC7pSqXTPPf0klMtlvl5dLte+5y6Xy2F2dhaDg4NVj8fjcZTLZdhsNj7uh7E1y2azKJfLWFtbw/z8PLa3t7GxsYH6+nrIZDJkMhn4/X5sbW2xLv0gtra2kM1msbu7iyNHjkCn093znGQyifPnzz/UsX0RfO0CREEQ/hnAtwFsiqLYd8BzTgH4vwDUAIiKovjil3eEXw5+vx+iKCKZTD5WgLiwsIC5uTlEo1EsLy8D2AuwGhoaAAAOh+ORNEXhcBjT09NVv7t+/Tp2d3dhsViwsLCA8+fP4+rVq+jp6YFCoeCgrKenB16vl/+Oso2vvPJK1etNTU0hFosdeAybm5tYXl6GKIrQarXQ6XQIh8NIJBJobGys+jzxeByBQADz8/NYXl5m65lEIgFgT6tVaYkD7AU0d2dgpqenkc1m4fP5UC6XMTo6CovFgrm5OWxtbR2YQfyqcevWLc5oDQ0NfaHvtb29DaVSec8CRKPRoFgs8uKgo6PjvpY3VNoCcI+n4n5Eo1GsrKxgbW2tSp/6LKDjvd/EQJrZx2ku2c/Q3WQyYXV1FdFoFPX19aitrX2sQJECRLfbjenpabhcLthsNr7WadchCsS/yQQCAbZzSqfT92SJMpkMdnd3odfrq34viiI++OADtLe3P1J3cCQSQalUgsPh4NJ/Mpl8bK3t2toawuEw5ubmMDQ0dM91VRkgVmq8H4dQKITt7W2eC2KxGG9uIJfL99UQhkIhhEIheL3eqnMYjUZZC05JiwcFYeFwGNeuXeOfXS4X7HY7VCoVTp06hfr6egQCAdy6dYsXQ/ejUChgaWkJnZ2diEaj+waINMc8qznhaxcgAvj/APzfAH6+34OCIBgA/D8AXhNF0S8Igm2/5z2vlMtlbG5uIhgMAsA9XnIPQ7FYxNLSEqxWKwwGA08SLS0taG9vRzAYRDQafaQVLE0ar732GuRyOXeqdnd3o66uDvF4HJOTk0gmk5icnITRaMRbb72FmZmZe7JyZEx9d3BgMBgQCoWwtraGUCiEuro69Pb28uOLi4uQyWSwWCyora1FJpPB5OQkisXiPYOLUqmExWLB8vIylpaW0Nvbi/X1dSwuLkKhUOybjVKpVPy5ZDIZtre38dvf/hbNzc3Y2dlBY2MjbDYbZDIZNBrNPYPI0wgQE4kE8vk8wuEwnE4nB/SPQzQa5VIkLTg2Nzcf+/UeloNK7DqdDolEgjO4Z86cwenTpw98HbpuNBrNPQEi7Z/tdDqh0WhQX1+PiYkJrKysIBgMQq/XQ6PRPFQn+xcBve/9roXK0l2pVHpojVK5XMbu7u49AaLZbIYgCFwxaGlpQX9/f9Uxzc/PA9gLzn0+H48vTqeT76FisQhBEOB0OpHJZBAMBjExMYGGhgbY7XbU1dUBeLig/SC2t7e58/95Jh6PQ6/Xczbp7gBxenoa29vbOHnyZNXvM5kMtre3EY/HHypAjMfj7Myg0WgwNDSETCaDzz77DNlsFt/5znf4e3kQm5ubSCQSsFqtmJiYQCqVgs1mg8fjwfnz53H06FFYrVYA1a4DT7rYmpqaws7ODjY2NqBUKrGxsYHl5WU0NTUdeJ/Sgv3ux2OxGIxGIxQKBURR5PH6ftBCbGRkBHK5HFarFfPz81zlAvbGKLlczjKVg4hGo/jggw+Qy+Xue9/SHCcFiE8JURTPCYLQcp+n/BjA/xBF0f/587/4Ge9LZGNjg1c5Go3mkQLEpaUlBINB5HI5lEol9PT0YGVlBRaLBTU1NTCZTHC5XByEZjIZFp0/iJ2dHchkMp6UKAuo1+tht9vhdrtx5coV1NXVwe/3cxaptrb2HgEvBYh3Q8cyPT3Nk09rayvUajXK5TJ8Ph9noUqlElQqFYrFIux2+z0r9JqaGt7tJBKJYGVlBdPT05iamsKhQ4f2/Yz02YrFImpra3H+/Hn4fD709fXB5XIhHA4jm80iHo/DYDDck2180sGgUCjgwoUL/LPP54PVaoXFYqkKlB+GfD6PTz/9FMDe6pzKOE+jBLkf4XAYoVAIXV1dB+p3LBYL7HY71Go1lpeXEQgEqh4XRRHFYpHPI01OZrMZgUCAjzsUCuHGjRuQyWQIhUIA9gb2lZUVtiGiQbvy2hNFEUtLS7BYLE+sB6JFxEHQZHW/a6Fywr127Ro6OzsfWNaq/Lu7Jya1Wo3Tp08jkUggFArB7/ejs7OTz+fa2hp8Ph+2trYQj8d5bBAEAfl8ngPEQqEApVKJ3d1d1NXVQalUIhwOI5PJcMZFEIRHtixaXFzE9vY2dnd34ff7YTQa8cILLzzSazwNSqUSNjc3eSFtNBrR1dWF9fV1JBIJOJ1OOJ3OB75OJpNBoVBAe3s7B4h3k8/n9w1+KAB52PH9+vXr0Ov1VRk+KodOTU3BarXipZdeeqjXunXrFvL5PILBYNUiJRaLQRRFRCIRDhBpvEulUgdKfyrJ5XIIBALo7Oy85zGlUomdnR3+L5lMcuZtv3MkiiJXfCofF0URqVSKpUG00HhQgJjNZqFWq6sW3el0GhqNhu9llUqFmpoaJBIJlMtlCIKw71iZTCaxvb2NlpYWCIJwYJOKTCaDUqmUSsxfIh0AagRB+BhAPYC/E0Vx32zjs2RlZQW1tbUPNdBUQqucM2fOIBAI4Je//CWy2Sx6e3u5bHYQq6urmJ2dRWdnJ3p7e6HT6RCLxXD79m10d3fzRUzZs0Qi8dABYuXEDfxh8q5ctSqVSqjVarS1tXHppaamZt8AkQagSihFH4lEYDKZsLOzg62tLajVaiSTSYTDYVitVqTTadhsNtTW1rK+6+6ApKamBoIgQKVSsR2CQqFAPp8/cMVHn69YLCKXy+GXv/wlVlZW8Nlnn2F8fBwqlQrLy8vw+/3o6OhAKBSq2g+6pqbmgVY558+fh9PpRFtb2z2P0SDS19cHn8+Ha9euoaenBz6fD5FIBKdOnTrwde+GAuzm5masrq7CbDazRu3uDN/KygqcTudjZ3MikQiuXbuGdDoNv98PpVLJg3clyWQSKysrOHXqFIu3KxcLKysrmJqawuDgIJqamngRYjQaedGhVqsRDAZRV1eHU6dOIR6PI5lM4saNG/D7/fB6vbBardjd3cXu7i4HU+VyGdevX8f6+jp0Oh1efPHRVSnFYhGrq6twuVz4+OOPMTAwcKC1Bl0DlddCLBbD2toa9Ho9mpqa+L6wWCyIx+NYWFjAkSNHAOxlTqLRKDo6OvY9DgD7ais1Gg00Gg30ej0+/vhjTExMoL6+HqIoYmpqCtvb2wiFQlhYWECpVOLSMU3E9PpKpRJ+vx9DQ0N4+eWXMTc3h+XlZQ6M1Wr1IwWIW1tbmJmZgUKh4Ak3kUg8k45/8vWLxWJYWlpCV1cXNBoNlpeXUSwWsbW1xeP29vY25HI5n+tLly4hnU7D4/HwPWS1WqFWq5HJZO55r0KhsG/mjQLETCbzwHNAzXmkwaNsF10HgiBgfn6+KktZeZ4r2dzcRCgUQqlUQiqVws7ODurq6nisBVBVGclkMlhdXUWxWORM437cvHmTg+uFhQU0Njbek9EsFotobm5muc/MzAwWFxeRzWb3DbAymQz/vvI+yufzKJVKVXOXWq1+YBBWKYkolUq4evUq4vF4lcuFUqmEKIo4f/485HI5BEHAkSNH+HOHQiFsbGwgk8kgl8uhr68PhULhnuNfXV3lRq9bt25hYWEBXq93X0lGPB7HzMwM+vv79y1TPwnfxABRAWAEwEsA1AA+FQThsiiK83c/URCEvwTwlwAeS8f3JMzOzkKtVj9ygJhO///svVmMXed1NbjuPM81z6wiWcWZFKmB1hhbSWzHcSIbMPADnQDpAHlLN9Dvncb/mPx2Jwg6SSPJgxLDcBJFlmU5JmUNnEQWySJrnqtu3Xme5/nefiiv7VOS7EhW8Aft+ACCJLKGc8/5vv2tvfbaa5dgNpthNpuxu7uLVqsFjUZzRFf1sy7OCu7v74fFYsHt27cxPz8PrVZ7ZBFbLBbodDpkMhmMjY19LBPC7jZe+Xwe4XAYi4uLUuqNxWJHvkaj0SAcDsPr9cJoNOLu3buYnJz8yM/lQf/hy2AwwGAwYH9/H6Ojo8hms4hEIhgaGsLa2hrW1tYwPj4Oh8OB8fFxaDQazMzMIBwOfwTcqNVqaDQalEolpFIp1Ot1DA0NIZPJfGz3NHCUQdzZ2YHf70ez2ZTPOTk5KbYKBIWZTObIO/55ndCdTgf5fP5n6raKxSICgQCsVis++OADfPDBB2g2mxgaGpJy8SdtuOD7npqawujoKMxmsxwASoBYr9extraGbrf7EbPxT3qVy2UxU15eXkZfX9/HrtXHjx8jEonAbrdjZGQEsVgM9+/fRzabRSqVwu7uLmKxGNbX1/H000/D7/djaGhI1kqtVoNer0c6ncbU1BQ0Gg0sFgsePnwoScdv/dZvoVKpYHl5WZiq9fV17O3tIZ1Ow+l0wm634/Tp0x+bpPAqFAowGAxHgLTX68XW1hYePXoEn8+HaDSKL33pSx8rA/g4gLi3t4dUKgW1Wg2bzYb5+Xlks1m8/PLLODg4kL/vdDq4d+8eAAhDH4vFZP/ynn5eactms2F0dBTxeByZTAZ+vx8/+MEP4Ha70ev1MDQ0hGazKc9UecDl83nMz8/j3LlzmJubg1qthtPpRLfbRbFYhNPphNlsFoDo9XoxNjaGcrkMo9H4seubfnVf+MIXBHyurKygVqt94tLoL3qtr6/D7XbLeyoWizCbzfB4PPB6vSJVaLVa0Gq1Uv7d3d3FtWvXMDw8jC996UswmUzIZDIwm80ye91oNMJqtcJqtX6EQWRzFXCUcW61Wnj//ffhdrtht9v/XS0nAVu1Wj0CVvmzLRYL7t27B7fbLX83PDyMq1evyu9bWVlBpVJBoVDA/v4+isUiHA4HDAaDAESymYVCQUBruVwWz1dOrOL18OFDAcXvvfceVCoVvvrVrwI4ZOs+DiAq41e73YbH40G1Wv1YgKis0DSbTWSzWTSbTQHcSjBlNBqPaHnr9fpHNLjValXA4O7uLm7fvo3Lly8f0cerVCqo1WpUKhWcOHECe3t7MtK11+tha2sLtVoNBwcH2N/fx9NPPw2tVot8Pn/kHVMjOTY2hmQyKVr5j3vPsVgM2WwWt2/fPvJ8/iO8GP8rAsQwDhtTKgAqKpXqNoALAD4CEHu93t8C+FsAuHLlSu9/1g0yI2q1Wmg0Gp+YmYlGo7hx4wY+97nPSZY0OjoKp9OJUqn0M0uzvGq1GiqVCiwWCxKJBAqFApLJJAYGBlCv12UT0vh0b28P2Wz2Y0sT9+/fP9IwMj8/D7vdjpWVFYRCIahUKhSLRVy/fh2XLl0CcNidnMvlxC8rEAggHo8LcwccbtydnR1cuHDhYz+DyWRCNpvFzs4OUqkUotEozGYz3nzzTeRyOczMzMBqtUqXKg8erVaLR48eHQk0u7u7aDQaKBQKwiaqVCrxePtwhq0EiIuLi9BoNDh37hzq9TqGh4cxNzcnDT8M1LRg2dzcRH9/PwwGg5T4lNNDut2usAWBQABmsxlTU1PQarXQaDSoVCr4l3/5Fzx8+BCxWAxra2vQaDRot9vibceO3EgkIp9zc3MTrVYLTqcTIyMjOHHiBIDDQ3B5eRkXL14U4PdxZc+Py9CVV7PZxP7+PmZnZ4XB2NjYQDweB3A4gUatVmN9fR0OhwOdTgcbGxsYHx8/EuCNRiN8Pp+Iyp1OJ/r6+gQsaDQa5HI5xONx9Pf3o1KpIBqNwuVyyZrP5XJIp9PodrtwOBxYXV3FnTt30Gg00Ol0sLu7iwsXLiCfz+PRo0doNBpwOp2YmJiQgD8wMIDNzU3Mz89jZmYGMzMzH1sOf/DgATweD8bHx6VT/0c/+hGMRqMw2Oxs/6QAkYAqlUrhH//xH7G+vo5arYatrS0cO3YMb775JpaWltBsNqW5IRQKweVyYXNzE8lkUmKC3W7H1NTUz21OUEopvvvd76JarWJmZga1Wg2ZTAbFYhHxeBxnzpxBq9WSPXFwcAC/3w+32w29Xg+/3y8HZC6XE4Do8/lw584dpFIp1Go1RCIROBwOXLp06SMxL5FIwOVySWLFBjYmxB93ra6uwmKxYGZmBqVSCX6/H91uF1qtFidPnvxEyRKlKT6fTwAK11in04FarUapVMLe3h6GhoYwPDyMQCAgjRuNRgPhcBh3794VTeuLL76Ie/fuoVar4XOf+xyAQ5BGuQMvv98v4yVp2t7f34+9vT2Ew2F5BlyrNpsNk5OTH1lPBIiMIfz7RqMBtVoNrVaLZrOJzc1NjI+PI5PJIBgMCkAkQHG5XDhz5gy2trZQKBTQ39+PsbExZDIZYQiBQ+BWqVSg1WrRbrflPoPBILa3t6HRaDA+Po5EIgGHwwGr1Yp0Oo1qtSoaZyW7nEgkYLFY0O12j7yzZrMJj8eDUql0RPPH8n8ikYDJZJLEem9vDwAkDikZRKPRiGAwiHfeeQetVgudTgezs7PCwLfbbTQaDVgsFjQaDSFwhoaGPiLrYJJ/4sQJ+P1+2cPpdBq1Wg0XLlxAs9nE+vq6+CY+fPgQw8PDAjY5devMmTOo1+sIBAI/k3Evl8vQ6XQYHx8/Ql78R7CJ/xUB4psA/h+VSqUFoAfwNIA//8+9paOXcrGn02kBCs1mEysrK9IN9mHNUbFYlFFyjUYDOp0OFotFDqV0Oi2lu06ng1QqhcHBQahUKjSbTen61Gq1yGaz8nO4OQgGlpeXUavVkEwmRbvx4UNye3tbdIx2ux3Xr1+XLLyvrw/hcFjm61osFulaZXk7FoshmUyi0Wjg5MmTcpDFYjEUi8WPLX+k02nRNZ48eRJ2ux2Li4v4/ve/j2g0imw2i06ng0ajgVQqhUKhAIfDgWQyiVOnTiEWi8Futwuzwk5qh8OBsbExeDwezMzMIJVKCbADDssBfr8ftVoN6+vrSKfTmJ+fF2PscDiMSCSC6elpxGIxxONxTExMYHBwEMlkEp1OB16vV5718vIy9vf38Y1vfAOLi4solUpQq9XI5/Oo1WooFArQarXyjNk9HQqFMDIygt///d/H66+/LoAuEolgbGwMjUYDtVoNi4uL8syWlpZgNptRq9Vw8eJFAYgEZ+l0GtPT01hdXUUgEBBW2el0QqPRYGRkBHt7e1LumZubk58BHB5eFIQPDw8jHo/j4OAAfX19aDabiEaj6PV6yGazMJvNsFgsiEajuHfvHl566SU0m00YDAZEo1GUSiUMDw+LRnFoaAgTExPIZrP43Oc+J01EwWAQ8XgcGxsbmJycFIC4tLQEg8Eg72R3dxf379+Hy+XC9PQ0Op0OHjx4gFwuh0AggFQqhYmJCQwNDaFWq8FgMKBSqaBYLIrONxKJ4Nd+7ddEs9lut7G2toZKpQK32w2n04mBgQHcuXMH8/PzGBwcxOnTp3Hq1CnE43Gsra1haGjoI5IBHirNZhOLi4vo7+8Xc2t+PrVaLUDriSeegEqlwt7eHvr7+zE7O4tAIIDV1VU0m02kUinYbDZEIhHE43FhrAKBADQaDb74xS+i1WrhH/7hHzA7O4srV64cAV70+5yZmRGLj1qtJswH77Xdbos29PLly9Dr9Zifn4fP54NarZb4UyqV8PjxY1QqFUxMTECn06HT6cizUyadjUYD+Xz+iC6Nh3s0GkUwGESz2URfX5+U9Xio1ut1qNVqKYlrNBrUajVYrVaMjIz8uyBRWXZcXV1Fr9fD6uoqvv71r4s9Vr1eF9Y5m80iEAhgYWEBi4uLGB8fx/j4OBqNBvx+P3q9Hux2O9rtNlqtFjweD4CfdugrJSec187JPn19fTh16hRu376NfD4vZsyxWAxut1tiD5OiTqeDbreLXC4HtVotyVq73RaQotVqhbnK5XL47d/+bRwcHGBjY0MS9UwmA61Wi2effRa1Wg3FYhGpVAoOhwPdbhfVahWlUgn5fB6nTp2SRIBngk6ng06nQ61Ww/7+vjSFAIcsFzW/7KoeHBwUP8GLFy9iYWFBNL9KmVKz2UR/fz/C4TBisZiU0r/73e+i3W5jenpaqjbhcBhqtRqjo6NIJpMwm81HGHSj0YhAIICZmRlMT08jHA4fKfkrJVHUD/b19X1soxXXFM/Fer2OlZUVxGIx6HQ6jI2NYXV1Vb6ehEs2mxWAyDV99epVmM3mn6vZLRQKcLvdOHXq1H+4r+gvHUBUqVTfBfASgD6VShUG8H/h0M4GvV7v/+31elsqleo6gFUAXQB/3+v1Pt5U7z/pKhQKUuI8ODiAWq3G8PAwotEo4vE4XC4XCoWCsAO8isWiZFks3VqtVmm4ePToEQ4ODnD8+HGhuq9evYr79+/j4cOHiEajqNVqopM5efKkbNxms4lIJCLaG6fTiXq9Dp/Ph5s3b4oP1NTUFJxOpwj+k8kkLly4gFKphEajgUqlgmAwiJ2dHczOzmJqagrHjh2Dx+OB3+8HcHiwfP/730e5XEY+n8elS5dEd8INUCgUsLu7K0Gr0WhgaWkJsVgM0WgU77//PkZHR5FOp/HgwQNhVLRaLSKRCCqVCkKhkHTEUkD9xBNPiOg4Eolgd3cXDx8+RDgcxtNPP43p6WkpGxAghsNhyeAJmPP5vGSHLIEWi0XJth89eoTz588jEolgfn4eqVQKFotFuuO2t7dx584dbGxsCKB4++23kUql0Gq1BIwWCgWcOnUKBwcHqNVqePbZZ9HX14ehoSHx7PJ6vahUKgKMNRqNdP96vV4Bg+xu1Wg00qUeCAQwMDCAQCCA/v5+aTSamJhAKpVCtVqFzWaDz+cDAOnWbjabODg4EBaZwW1raws2mw1PP/00gsEg1tbWEAgEkEgkoFarYbVaceLECaRSKQQCAWi1WqjVajx69AhOpxPHjh2TQ7/dbuPWrVvIZDI4deqUNP/Y7XZpniiXyyKxWF1dxfHjxwVUdrtdjI+Pw+12w2Kx4MSJE6jVatBoNPj85z+Pd999F8eOHcOVK1fgcDjgcrnw7rvvIpFIwGw2o91uY2lpCf39/YjH4/B6vXA4HFhaWkKj0RCGxWKxIJfL4ezZs1LynZmZQS6Xw82bN7GysoI//uPtoJCmAAAgAElEQVQ/Fh3bSy+9hEajAZVKJe9AWUYLBALSHMF3uLu7C7vdjnw+j8nJSVy9ehVutxsOh0MSmNnZWdy/fx/5fF66nmOxGEKhEJ5++mnE43EsLi7C5/MhHA7j+eefx+joKOr1Ovb29mCz2bC7u4tCoSA6206nIyBqe3sbwWAQq6ur0Ol0SKVSGBsbw8TEhICKSCSCY8eOydSWfD6PRCIBp9MpllLtdvuIOT2ZKYIp4PAQNhqNuHXrFvL5PDKZDPR6vYBaq9WKiYkJJBIJGAwGmEwmvPjii2g2m/jzP/9zpFIpDA0NfcRkvFqtCpiNRCIoFouo1Wr4whe+AKvVKp20zWYTy8vLSCaTUublBJ52u418Pi/rf3V1FS+88AJOnDiBtbU1fPOb30QsFsP09DTK5bKUmPlZ/X4/SqUSQqEQnE4nBgcH0W630e12cezYMWxsbECv18Pr9aJUKmF/f19AWLlcRjabhcfjwerqKmZmZmA2mzEyMgKfz4dMJoORkRF0u100Gg1oNBp0Oh3RQI6OjkqSk8lkMDAwgGw2C5fLhU6ng3K5jGQyKTGXyXq5XEapVMLp06dhMBgE0LIZcHR0FFevXsXs7Cy+853vSOVGr9ejVqtJOb1YLIokotfrYXl5Gb1eD7FYDFqt9iMMot1uh9PpxI0bN+T9kMBIJBLyPh8/fgy73Y7Pf/7zAPAR5rzZbCKdTuP48eMwmUwiEeHF8j+bFpvNJhwOhzhGUINrt9vR6/UQDofx1ltvIZFIYGJiAnq9XmIbdea5XE7Yc7KcwGHytLm5CavVilQqBYPBAK1Wi6WlJbH2Wl5eRjQaRaPRwKNHjzAyMoJQKIQXX3wRfX19ePvttz8iz/pFrl86gNjr9f7bJ/ia/wHgf/xPuJ1PdFUqFWg0GqjVarz77rvY2NjA2NgYzp07B6/XiwcPHuB3fud3kEqloNfroVKpsLm5iWazKcAJ+KnFCQMY/4zi30gkgmQyKQG3VCohHo/j4cOHoiMym83odrvY2NiAx+ORQD80NIS9vT04nU74fD68/PLL8Pv9uH37tljidDod9Ho9uFwu+Hw+mEwmxGIx6UwmWCoUCuh0OnjmmWfQbrcRDAbh8/mwsbGB8+fP48SJE5iYmJDSodLGgwAxl8uhWq0inU5LQNja2sLU1BQqlQrK5TJOnDiBF198EcvLywJ4+vv7pTyWyWTkkGN5R6PR4L333kN/fz8CgYBkyPl8HoVCAYODg9ja2sLOzg7cbrdoYAYGBnD+/HmEw2E8evQI+Xweer0eIyMjePToEZaXlzExMYFqtYqhoSFEo1F4PB4kEgnxm9zZ2UGr1ZLA8NZbb6HX60Gv16Pb7WJvbw+hUEiaeSKRCC5duoRTp05hb28PDocDKpUK6XQaOp0OLpdLOkqpo4zFYhLAgUOdU6VSkffPcuudO3cQiUTw8OFD/OhHP8KVK1cwNzcHvV4Pl8uFV155BT/84Q9RKBREiE5m7cGDB6hWq6hUKujv75dpPG63G+VyWXRpZBj29/dRKBTgdDpRrVYxOTkJv9+PW7duCWBdXFyEyWQSZo3gPRQKwePxIJPJIJ/Py+HXbrdhNpvh9/sRCASwsbGBRCKB/v5+hEIhFAoFLC0tIRAI4Bvf+Aa8Xi9isRguXbokiQ0ZhFarJSbrZPMymQxeffVVqFQqNBoNRCIRaLVamEwmhEIhdDodOJ1OBAIBmSbx8ssvC7NiNpvlnXS7Xfj9fmg0GrRaLaTTaXEIIGvcaDSwv78PjUaDu3fvolwuw263S8PYn/zJnyCXyyEajcJgMCCZTKJUKqHX6yEajSKTyQjT4Pf74XQ6odPpBNgvLCzg3XffRTQahVarxebmJlwuF+LxOEKhEDKZjGgS2VnZ7XYFaACH4D8SicBoNOLYsWPw+/1HQDuNy69duyZ6rlgshkAgALvdjkAggEgkgm63i1dffRXT09N4/vnnUSqVEI1Gj7BHqVRKEk1WJcxmM7761a9iZWVFkrZmswmTyYQvfOELUKvVkoiMjY1hY2MDfr8fX/ziF4X1DgaDuHv3LlZWVlCv19Hf3492u42nnnoKQ0ND6PV66PV60kRH0HTy5ElpYKKtUqFQwOTkJNbX1/HgwQMMDg5KksX4Ew6HMTs7KwyZ3+8XE/GDgwPodDrYbDYpwb7xxhsIhUJyXzMzM3j//ffR6XRgs9kwMzODRqOBdDqNdDqNubk5MfDf2dlBMBjE5OSknBPUlxsMBlSrVSlnN5tNxONxcVsoFoticUSfzLm5ORlqsLq6itXVVdTrdVitVqysrAibqNPpYDKZJNbfunULKysrOH36NLa3t6HX68WgPp1O44knnhA9YygUgtlsRqfTQSwWOyItarVacDgccDqdsl9UKhWOHz+Og4MDWK1WXLhwAQcHB6hWq5ienkar1cLY2BiOHz8uyZDVahVJVzKZFIAXCoXwzDPPSOUAOGQQCYq1Wq342fIcsdvtAnjZxHPv3j1cvHhR5E3FYhFer1fiyfDwsGjrSdAcHBzA4XDgvffeQzgcxtraGpaXl2UCDJMEt9stbO7S0hLi8Ti+8Y1voNls/odMrfmlA4j/f7sotq5UKtja2hJxbLFYxJkzZxAKhfDBBx9gamoKN27cgNFoRKPRwJ07dySrJGja3NzE1tYW7t69iytXrgh7RCo9EolIEBgaGsIPfvAD3L9/H2q1Gk8++STi8Tj0er2UoYLBINrtNgqFAoLBIDqdDmq1mhx6LpcL9XodExMT+L3f+z00Gg289dZbWFlZEV3L3t6eZJi0vdDpdHA6nXC73ZiYmEC32xVmkk0Yw8PDGBgYEENdBjOCWJbhKaA/duyYdIfVajXodDrk83kpT3P+MTVmDodDLBV6vR5u376NbrcrP7ter6PdbuPUqVN4+PAhLBYLCoWCTHGJRqPw+/1iJXTu3DkEg0HMz89jY2MDxWIRx44dw+XLl3Hv3j3kcjkEg0ERMff19eH27duw2+0wGAxot9sCeskepVIp5HI5bGxs4MKFC/K9Op0OgUAAoVAIQ0NDOHbsmPg+rq2tQaVSIRAIYHBwEDqdTljT27dvIxKJQKfT4ebNm7Db7YjH4wIWh4eHce3aNezu7iKXy0kZstFooFqtYnFxUcZLxWIxdLvdI80R1C8lEgkBYaOjoxgaGsLOzo4cMGR52DkYj8ehUqlw/vx5lEolXL58GUajUWyXAoEAyuUy0uk0bty4IfKEeDwu0xDYYXz58mUJymwWuHXrFnq9HtxuN5599lm43W7827/9G3Z2dsSupdfroVwui/3FrVu3kEgk4PP5cPfuXUQiEWGHyWQkEgk0Gg3cvXsXHo8HL7/8Mi5fvox4PI6trS0BaOPj48JYkGn567/+a2xubqLT6UCv12NzcxNzc3PodDp45513MD8/j6mpKWQyGTQaDSlNzs3NwePxYHBwUPS6Ho9HNMJ6vR6hUAh/9md/JqU+NpZ0Oh0Ui0UEg0HRtRaLRVgsFszPzyMYDErZ2mAw4OHDh3A4HDh27BjcbjfcbjdyuRwuXLiAx48fo9VqIZ/Pi4n6+vo6NBoNtre3paQ9OTmJ0dFRGRW2tLSEWq2G2dlZYaGXl5exsLAgAM5isWBtbU0A6v7+Pq5fv45z586JZo/64G63Kw1pU1NTwsSpVCpYrVZh9Mg4r62twWazwel0CvsZCoWOyCJSqRRCoRBqtRr29vZgtVrxne98B7Ozs5J4p9NpmM1mtFotlEolmEwmuFwuafQwGo3o7+/H0NAQYrEYjEajdMVTH9dqtbCwsIClpSU8+eSTqNVq8Hq9sFgsmJ6exq1bt4StYuymBIbSklwuh2QyKbPgqb/1+XwynMDtdmN6ehqFQgEHBweYnJxEoVAQDaJKpYJOp5N3t7e3hwcPHqDZbOIP//AP8fjxY2SzWZRKJahUKinXUrv8R3/0R+h2u9LU1263Zc+OjIxApVIJQLxx44a8U5Z0y+Wy+Ne222387u/+rjCdd+/exdjYGEZHR7G9vY2NjQ3RRDPxYmk9Fothf38fNpsNnU4H29vb+Pu//3spP4+OjsLv9yORSCCXyyEUCqHb7aJSqeDs2bOSUP/6r/86XC6XsPtqtRoLCws4fvw4dDodstmsNLyEQiHxCiXrSUkQdeAEosFgEAaDQTSHjDlarRZ9fX0ADhuiFhcXUSgUUKvV8L3vfU+SEJfLBavVinq9jsHBQTmLCZyz2Sz29/dx584dRKPRz+SBy+tXAPE/+SLVnsvlkEgkMDY2hqeeegqlUkk2eSgUwp/+6Z9iZmYGoVAI+/v7aDabWFhYkIOl2+1ic3MT2WxWzEsnJiYQj8dhs9lQqVSwu7srusT9/X3UajVEo1FUKhWcPn1amCe32418Pi8dsZzpTJuOSCQi98BOUGbXuVwOu7u7MsKImTy1f36/X8b0sfT7xBNPIJlMymFNZkKj0SASiaC/vx+tVktMd41GI+7du4dGo4HnnnsOsVgMQ0NDGBkZwalTp3Dv3j0Eg0Hs7e3h3r17kuGpVCop3xgMBvT19YnW5s6dO+jr60O5XIbBYMDc3Jw00lCfube3h0wmI6xEsVjEwsKCZH87OzvCxtIahFq7TCYjjS7hcBg+nw/JZBJutxtjY2Py/HjgTExM4LnnnsPS0hKWlpag0+ngcDiwsLCA6elpZDIZGI1GZLNZ+Hw+6HQ6SSwePHiAfD6PZDKJ4eFhdDodxONxfP/734dKpcJzzz2HkZER9Ho9zM3NodlsolKpYH5+XrrTyT6cPXsWAwMDAqyZlITDYdEdkWFggxMbFjQaDbRaLRKJBPL5PF577TUBMFeuXMHg4CAePnyIvb09eQYA8NZbb0kJV6/Xiw8jQfTGxoaMYuQBR+Baq9UQDAaxuLgojDYtPqrVqnRfJhIJaDQa0Wv19fWhVCohHA4Lq6LUTbVaLZw9exZqtRrxeBxjY2Miqu/1ejh16hQajYYwj/l8HhsbG8Jm0pC3UCgcKTlVKhXU63VsbGzA5XKh2WxibW0NuVwOExMT6Ovrk3UxMjICs9ks3a+FQgHRaFQSN5bzG40GotHoEWDYaDSwsbEhTgVkqTudDoaHhxGLxaQRwGaz4dlnn8Wbb76JdDqNZ599FvF4XBI1Hmwso46NjeH27dvY2tqC2+2W0mU4HMbMzIzoe5966ikBVQREy8vL4m83MTGBWCwmbHpfXx/cbjfefvtt5PN53LhxAxcuXBCtYrfbxVe+8hUMDg5iZ2cH3W5XpjHVajVMTk7KZwcgsg2PxyPsnFarRaVSQbVaPWLXwg71UCgkycri4iJmZ2fhcDiQTqelhJpKpVAul9HtdtHf3w+/3y/WYnSRMBqNcDgcMJlMGB0dleSA8Zcl1EQigRdeeAFarRYDAwOoVCpSPtbr9ZiensbAwACWl5dx6dIl+Hw+pNNpWCwWGAwGaDQaDA8PI5lMwmQyIRgMwmw2w2g0wuVySRx9+PChVDkASBPK1NQU0uk0HA4Htre38b3vfe+ItIllf5vNhr6+Pqk+9Ho9YdosFgucTqf4JFYqFRgMBjx+/BjtdluaJqvVKubm5vD48WPRcQaDQbz++uvSnc/1/ZWvfAXpdBqNRgPlclmaoWi55PV68Zd/+ZfQ6XTo6+uD0WiU5qTx8XG0Wi2Ew2GZSrO/v49kMonBwUEMDAxgfHwcN27cgE6nw/vvvy8kybVr11Cv15FOpzE7O4t8Po+33noLCwsL6Ovrg81mg16vR6lUEu9PgtF2u43z589jb29PQCD3TjKZRKFQQDqdxszMjFT1eL6azWa88MIL2NnZQalUElN04FAPvLOzc4S8uXnzJiYmJrC3t4f19XWkUilxzPgs16cCiCqVSgNgUPl9NJz+1fXprnq9Ltkz/ZrK5bK096dSKbz22mt48OABlpaW4HQ6pWyRTqcxOTmJVquF7e1t+Hw+Ec8aDAY56Nxut4iM9Xo9ksmkZOcsIRDc/M3f/I1YfWSzWQSDQdE9Xrp0Cc8++yyy2Szsdjs2Nzdl4abTafGke+utt3D9+nXpku3r65MMTaPRCHtx8uRJmEwm7O3toV6v49y5c8KGxGIxvPfee1hdXcXCwoLoeGiGys8ai8XgdDpx/fp1YWqy2SyefPJJ0W6ytMbmm2azidXVVTExfeGFF3D//n1hjlwuF3Z2duQQ0+l0iEajwkoyQ2a5QKfTyeFE8bdWq0UulxP92Le//W1Eo1G0Wi28+uqrMJlMMmVienoabrdbOq3X19ePCNd1Op2ADPpi8nnb7XacO3cOgUAA2WwWJpPpCKvF5ht2F1JDlM/nEYlEMDk5iZ2dHdHz8fk2m004nU54vV4Ui0VYrVaUy2Wsr68LsCkUCvjBD34gyUC1WhXd5ezsrJQtCWq9Xi/i8TiWlpZgMpnwzDPPYHl5GQMDA8IwnzhxAk6nE7lcTnwVQ6GQGDOTQaYh75kzZ6DVamW0VaVSgUqlQj6fRzQaRbFYlGaAYDAoyco3v/lNYRKob6UOlmvw2LFjsFqtIrNwu93SAMFxdAaDQcb4kbXa3d3FO++8A5/PJ6xwsVjEvXv3oFarkUqlpMllZGQEp0+flk5k6sMuX74sE4w8Ho+UG6mxZXOYw+EQwFyv16URhSVOp9OJc+fOCTtM6xGXyyX2HWxi4N7guler1Th27Bj6+/uRTCaRTCYxPT0ta+GZZ56RJh9qH+PxOMrlMtxut3R2splqaGgIKpUKg4ODmJycxMTEBM6ePQu/3y9sGzWqTqcTNpsNuVwO165dw9bWloD2eDyO119/XZjFoaEh+Hw+hEIhxGIxjIyMwOv1Ym9vT8qE+XxeDvMbN24gFApJQwAbXd566y28//77GB4elg720dFR0XKziSCXy2FsbEyY15MnTyKXy8nX9Ho92Gw2xONxFAoFvPLKK6hUKlhfX8fm5ibMZjNmZ2fx5JNP4sGDB8KkGo1GvP3224hGo7J/Z2dnUSwWYTQaMTg4iEKhIHvD7XZLXDUajeIbSn/UkZERdDodnDp1CsChby211gaDAT6fD//0T/+EWCyGL3/5ywB+2vl77949dLtdkdLcv39fYh/dAyhbuXTpklh50cPV6/XC7/ejWCxKXKDB+eDgoMgwCFp9Ph8CgQDC4TA0Go0wumtra1LNGRkZkf1P+zCtVovbt2/L+iwWi6jX63A4HMLKUd/IJh9qS69evYpUKgWdTocTJ05gZ2cHyWQSGo1G1ijZVlaNkskk1Go1Njc3JZniHOb9/X2pBHDt0tT/y1/+Mn74wx9KU12lUhHz8Hw+j/X1dXzrW9/CwMAAXnnlFWmw6na7mJubQ7Vahd/vF0bx5s2b0vhy8uRJxGIxZDIZhEIhafgJBoNHWMnPcn1igKhSqf4Yhw0fCRw2dwBAD8D5n/lNv7p+5rWysoL9/X3cvXtXRsSFQiERALdaLSwvL8Pn84kY12q1SjnD4XAgFArhjTfeQF9fn3TtqdVqEbYPDg5KKeDcuXM4ODjA1tbWkRmuLFXQn8xoNCKTyaDT6cDn80m3FnWDCwsL8Pv9UKlUSCaTSKVSSKfTePXVVz9iSUP7GvqlsWOV4uter4eDgwP8xV/8BQ4ODqQMXSwWsbGxIdljNpvFO++8g8HBQUSjUekq1Wg02NzclKYMdrtSH6JSqUTfwnFWnD3Kcho1RblcDi6XC91uFxcuXEAqlYLH45GxeCydUFRfq9UE2EciEWE2R0ZGEA6HUavV4HK5sLKyAuCwa5ws8cjIiGSdLBXs7u4K2zs4OCgMbrlcludfKBRkTGEul5PMksL/YrGIWCwmeqRIJIJUKiXJRSQSkQOYDNTe3h5GR0elvAJA9Gu1Wg0zMzN49913MTAwIGOkqEdyuVzIZrPS+e5wOARQ6/V6ORxZnmfpvFwuo1AoSBcgS6Zvv/22CMTtdrvsBwIgi8UiGTobN3iI2u12YRcIdDQajYC6crksnpSBQECYxXA4jJWVFTx+/BiZTEamJfzGb/yG6N6obW00Gke6GBns1Wo1PB6PjCQkg0bNq/JwzWQyYjhtNptl9jFLu0zyBgcH4fP5sLOzIzYmRqMRExMTyGQyKJVK6Ha7Aui0Wq0wpu12W0AbNcjVahX9/f3SyMIYU6vVpAw4MzOD7e1tGalHwOfxeHDhwgXpMFZOOspms2LZwtm2jCdsbiPrxLhCL7e9vT1JVvL5PC5evIh2u43BwUEpBdJm6vTp06hUKjJt5+zZs+I1ODExIb6Zly5dEqadjgfpdBrRaBT1eh3FYhFnz56VQz0SicgEEE5y8vv98lwpIxkbG4NWq5UYS4/aYDAoSRidGGiHEo1GRYPL9bK0tIQnnnhCXA82Nzdx/PhxeL1edDodVKtV0Sz29fWh0+kgk8mIH2U4HIbdbpcBAoVCATqdDiMjI6hWq1hYWBCHiuHhYWmoWllZkS7wUCiEdDqNVCol+jg6DHznO9+R6kIul8P09DRWVlaktEmrHEqMNjc3pfzJ8in1rvw3G5S4zrVaLSYnJ2G1WuUzsYGQDJvb7UYwGBTHgu3tbQQCAezt7cl7JaOdy+XQarVgNBolEdPr9djd3UW320U+n5cqGEmCg4MDGAwGuN1uLC8vI5FI4OrVq5KUNZtNBAIBqUwUi0Wsr69jaWlJ4hvZ4zfeeEMmjM3NzaFcLovG+v3330c8HsfAwADOnTuHjY0N3Lt3T0gbVp7y+TwePnwo52er1cLt27eRzWaxvb2NeDyOSqWC9957D8PDw9DpdJiamkK1WpW4wkQpm81KUvlZr0/DIP7vAGZ7vV7m3/3KX10/92L34/LyMjY3N/Hiiy+iUCggEAjIlAS9Xg+n04n+/n7k83lhHgjMuCHYfEFRMgMSS8CTk5Not9sYHh5Gu91GIpGA3W7H0NAQGo0G7HY7zGazaLRGRkZkgbO0FovFpO2+WCwiEonA6/UKY7O9vS3zMNllS2Nel8uF/f19KX+5XC6Uy2WkUimZnNHtdkWEbbFYsLi4iEQiAZVKBYfDgVKpJNMHJiYmcOXKFbzxxhtif5HL5cT4+N69e+KRBxx25rrdbmi1WrhcLjG3bbVaePjwIRKJhIiLbTabWN/4fD7xi+OBx3IMdUBWqxUmkwnr6+tQq9WYmZmRg0DpOWm1Wo8AAI1Gg/39fZhMJulEZNCtVqvY3t6WucdGo1FKNxSTk5li81AsFsP4+LgA1maziUuXLkkJkAwcG4RoHcNScq/Xw8svvyyzTSm+T6VSWFtbk6CcTqele5ZaSa1Wi0wmI+U6amTZtc7SPjv1lL5n9XodvV5PrHc4P5ysL5lAMnU8PDqdjhjJUpuXy+WkS57MBQ/yYrEoJSACULVaLdoeamJDoRCq1Sr29/dFN5lMJgXUqVQqOZCff/555HI5SeDYLEN7ERp/s8nI6XRKiZGefGT78/k8bDYbpqamUKvVkE6nZbYtS8XFYlEOD97zwMCA+PKxw5kj29icwiYrjpdUTtHgzNiDgwPZG7TNeeONN6QUTUC9vLyMkZER2Gw2KUXzYKdH54kTJ6BSqUQ7XK1WEY/HUa/XEQwGZT8AkEkRnIc9Pj6OaDSK0dFReL1e5PN5kTUQ+LJxrdPpYGtrSwBLMBhEMBjE17/+dTz//PNYW1vD1tYWBgYGYLFYoFKppKmHtl08UDlVKZ1O48SJE2g0GpiamoLZbJZpPTTBZum7r68Pm5ubYoa+uLgoCWWr1UK328XCwgI+//nPy1rjiMi/+qu/Ekbq5s2bYv3S6XRw8uRJvPDCC/j2t7+NTCaD/v5+FItFnDhxAmazWZK+M2fO4OLFi1hbW4Ner8fk5KT4nVYqFQwNDeH555/HzZs3EQ6Hkc1mhVkzmUyyTr1erwAMgn6j0Yjd3V2kUilxhnC5XNDpdJIol8tlvPbaa6LhPn/+PILB4BFHB4/Hg4GBAZEQ5PN5FItFdDodlEol0czSdmhsbEw6gqenpyXJXFlZkVI69YwcZ1oqlZDNZsU02+12i/zmiSeeQLFYxK1bt2A0GjE8PCyelrRn+td//VfodDo0Gg0kEgmkUilcu3ZNCA26gJDZU+4d+gUzBjBxttvtaLVaSKVSWFlZQS6Xw/b2tkglOFGII/aoa1xaWpJ3wLGIuVwOlUpFJEt0jmAlLxKJoFarCclQLBZhs9lgsVh+oWlPH74+DUAMAfj5E6h/dX2ii12V4XBYAhCzTKPRiFQqhWPHjolrO7MldkpSV9Nut9HX14fx8XHxg9JoNGIXwO5QALh+/br8vdPpFAsUq9UKvV4vVhHcCNSN0ZdrbW0NVqtVvP0qlYqwOfRaSyQSiMfjoo1oNpuS5VMHNjo6imazKcJq+gDy4Mvn8/jnf/5nMaVmuZUBva+vTzwZrVYrXC4XIpEIVlZWpGRkNpslKyUzSBZWr9dLSUbpE9Zut6UUcu3aNWEK2fnbarVQr9fhcrmwtbUlfmtarRbValVK+LzXdruNWq0mpRK73S6sHM2dtVotLBYL4vE4ms2mdLfSc87j8cizpB2C2WwWEOT1emGz2aTbVaVSiX/lmTNncP/+fQlqtVpN1lexWBRfvXq9Dr/fjx/96EcypYOWMblcDo8ePUIqlRKWzmKxYGBgQIIsNXTNZhP379+XdciAyek2AOSZkF3juqatDktj2WwWjUZDhOBkBshUcq+o1WoBCByNx9+lUqlgs9mEeaRtBedrk11kowWbFhwOBzKZDG7duoVkMolwOIxer4ennnoKxWJRSteXL19GrVYTmxEC5na7LWVTj8cjHdZDQ0MCfHq9nug6Hz16hGw2K/uWc9D5zvf29sQ+hHKSZrMpyZzH48H8/DyKxaKYxFM7y2oDS/MEhK1WS4AyqwharRZer1eYZk4X8ng8iEajWFpaEuumgYEBGYnGKSlkBw8ODjA4OCgs+61bt7C+vo5Tp05hcnISp0+fhtlsRjKZxJ07d9DtdjE1NSV60snJSRRt2rwAACAASURBVHlvTIba7baAcDK80WgU0WhUPF7JZl65ckWsXuLxuMgryLCfP38eVqsVBwcHoh2k9xxBNTt+2cRBj0ZqDpk0UoNKFsjj8YichhrXO3fuyLNZXV2VDmaTyYQTJ05geXlZKgE08vd6vbI2WVo9fvw4Go2GMEUmkwnnz5+XOMvmF1qUnTlzBoFAQEr97NDVaDSSjLIisrKyIlWE48ePH9HWJhIJtNtt1Ot1JJNJYc85MtRqtaLT6eD06dO4fv26AMZEIoG5uTmRA5HdJoAuFArSrEZgx33DZJgxxGw2C6jK5XLo7+9HLpcTqQSZOLvdjldeeQV7e3sS23w+n+iOrVYrnE6nMJlMTuv1OnQ6HbxeLwYGBsQzl1pqj8cjlRe73Q61Wi2MJCsqjLGVSgVOpxOnT5/G008/LdWYg4MDfPe73z3SYMmE1+FwyGCIXq8Ho9EIjUYjMoRms4lOp4P+/n5Uq1VpSCLhQ3s7svg8wz88q/4XuT4NQDwAcFOlUv0bAOEue73e//2Z7+K/0NXr9XDt2jW8++67ol+5f/8+YrGY0O/xeBxmsxkbGxsynJ6Lkgd1t9sVXQoDIhkUsmc8iMvlMvb29qQpgqyKx+PB1atXEYvF5GcpwSrvl1YzBFLULCl9yvL5vAQHnU6HdruNx48fy8xJrVYLu90uYE1p30LtG0tzBDlkyvR6vTRB+Hw+8fxTqVSiJ6zX63C73ajVatje3hbmiSCQTvlkPkulkmT8/MzcjNlsFjqdTjq+6S1J5qZarUKtVmNkZARWq1X0LsrB9SyN8VkQiLTbbTnA7Xa7sGgej0csEqhDLZfL0oXJMiXZuEajIVMacrkc7t69i5GREdHWXLt2TQIyGzT4jDkqkZ+PRsJWqxVDQ0MYHBxEX1+flDUMBoOwsr1eD7u7uwgGgxgZGRGJAsENm2yox6JVEr+Ghz0DGu0l6HXGw4vTayjwZ3f/8ePHUSqVMDY2BqPRiI2NDdH2cW3Sniafz8NqtSIej4vXHg97gnrqzNbX16XMGQwGsbu7i/HxcczNzcFms+G5557D/Py8+J3Nz8/DYDAcOWBo+QMc+qXxfaZSKZjNZoyOjsrBNzo6Kk1ao6OjyOfzAv6YQKRSKWG72fFN1tblcsnEpaGhIfldtNtgty3XgFarFd9OPivaYDCRY2WCkzDI3HO/k8154403sLGxIcCDBv20YmLCw2lO1ChvbGwIMFtZWUEymcTExISUejnlhcCOJcBkMimNH1qtFisrK3KAk7nq9XqoVqvSbcvyfyKRQCQSEdNsnU4Hu90u3fG0Yurv74dOpxO2em5uDl6vFyaTCclkUrrBrVYrgsEg7HY71tbWxFUBOOxQp2sENc4ERpRWPPPMM9IY8wd/8Af41re+hXA4jEqlIg1fLI/zmXs8HlkDjM3ZbBZvv/22MHKsMFFXbrfbMTY2hmeeeQYejwcrKyswmUzS/U5GjclZt9uVNavX60X6wolPlLawzExmutls4r333pO4woSEVYRQKIR4PC5rjQQHcKhR5vQQnlFkyiuVivhkFotFIRSoF2d8IRPKZhgCZFbRWHWrVqt4/PgxVCqVNNIoE0u3232E5SbrSSsdJgQcN0gih+beiURCBkvYbDaUy2Xs7+9jcnJSSAQSDXa7XRhCMuPJZFIqGdxTtVoNAwMDIgWhzRuT4sXFRXELACAJHc9EpS3UL3p9GoAY/Mk/+p/886vrF7jo6k6KW6vVSpmJV7vdltJgrVaDxWIRvz12K5KmpzULy2p0hOeGcTgcAA7tdHK5nHQXqlQq8URrt9tyOPf39+Ps2bPytWTFWCYhOOr1enA4HGJwSqaDDE+320UwGJSgyz8js8CJJ2RDSa3zsGQw4HQNaiBp6dPX1yfTHOj9R9sL2gzQu4oMCq1rKDCm2Jn+f7SRIbCkFQh93zqdjpTwGPAI/qxWqxwC7MBm1/LY2Jj8fv49LUAIONjQo1KpBHiEw2Ep0RIkkW1lgFZ2EOfzedEfrqysiJ8Zn3Gv14PVasXw8LDoTVk+of2KzWbD+vq6dNfz97JBIBKJyDu32+1SWiQ45M8iKCE7wvfGDlvOQ+Wf82uVs2fdbrdYyzABmJ2dxTvvvCNsFkucfN5c73z3vBd+FnrEsVxPVo0NFWR1qKU0GAxwOByYn5/H6uoqarUahoeHhWEFDhkQNlotLi5K8kZdL8tplH/QxJd6v76+PiQSCWQyGZhMJly+fBm7u7vwer3S8LS6uipCeK53Jhh8b/xazmqmvRU1tNVqVVgaNmm02235uTQBZsLE9UKGk3526+vrIpwnK0wmB4BIIrRaLTwej+z9ZDKJbreLnZ0dHBwcSIlNrVYjk8kgl8vBZrNJAxzXCwCZBjI6OoovfvGLMpeb4IB7hz+fCQsZQLVaLfG01WpJswrBA9l3xrDx8XFpRuD7SqVSSCaTCAaDGBgYkGfzta99Td4rNc4ulwuxWExKpkq2iuVC/rfT6UQ+n5dpJkz+qBW12+348Y9/LF31jJccXcemRJbzaRC+sbEBr9crs8T39vZQLpeRyWREA8hYWa/XoVKpsLy8DKvVKs1YTObYOMmJQpQXGAwGFAoFMWgfGBiQNc+1wSSFdkM8I6gfnpmZwdjYmHjndrtdGU/JNcIOe079YtWC3ea9Xg8+n08SCXY5p9NpdDodMdgm2AUg5wndJnw+35FpYmxEY2maxAUdQiwWizgRkPGmNIbG49TSKgmCarUq06+YFOVyOZGitNttWT+cTV4sFhGNRoVZtlqtsj8HBgak0jEzM4Pd3V2xDfus1ycGiL1e778DgEqlsh3+b6/873zLr66fXO12G1tbW1L6DQQCIjpXgheWmXigUZtGPzcycdSzcfO53W74fD7pauP3U/fBmcrM5Dl2idNYCDpop0FRL1kbsgoMKNyoarVaqG5qKZQ/KxaLibkxLU8IFnhoFAoF+Zn06yMooJ2BXq8XfRs7wLi51Gq1zPNV6jTtdrv8G/jp3FF20LGLc2RkRHyyWDJmxs9MWVnGZMBUqVTy3piFKt8f2VFm7aFQSMAL/alOnz4tBwHtZQCIFRHF1mR7qLnjP8pJBpxJymDMYKQMsgDEgiEejwtbwkOn1+vB/5PZoVxrNOwlM0UtlRKUk4mjHov3CUAYBQZlNi+QfebfMzOmvgyAHCoc5cbGJjKFNDxmN6vL5cLY2BgWFhYkO+dnIGPNe2EioVKpsLCwICDijTfeQDweF886WjTRYYATEMg8W61WeDwevPTSSygWi3j8+DE6nY5oR9kcRRaA98VmNLVajWQyKUCeljujo6OSyHENkF1grCBo42FLlomHPtcxWeRCoQCbzYahoSHRaZHR4fxZJg3U2PLPDQaDNAkdHBzA6XQKqOJeIENNoG82m4VNNJvNYhLMhhGdTicHG624yEzq9XoB91wX/B3sWk0mk0gkElI9MRgM+OCDDwRUJZNJ2Gw2vPTSSzI+8datW9KJzykcY2NjGB4ehtfrFdF/MpmESqUST0jGYsYgxtFut4v9/X1YrVY0m00B3ZSnMKHkAIL79+/DbDZjYmICr7/+Oh4/fizVG04y4vQRnh3cl91uFy6XS4yWmcRyX/n9fqRSKRlbqdFoYLfbYTQaMT4+jnw+LywWq1eUF5CIIPunJCy4r+m1qVarxZiafrNra2uipQQODb8pWWJHPmcRA5D9x8ZH+jQysWDlhDKiXq8n5XTGMa43+jgyNhBEkeHjfiezyr2sVquPaFKbzaa8U56xXJNk69mIREkPnwcASd64P3U6Hba2tsSehoCZyTGTM5aodTqd/LdarRYN8PT0NCqVikjEVCoVLBaLMLhMRmu1Gvx+v8h2lOP8ftHr03QxnwXwbQDun/x/GsDv93q9jc98F7/EV6PRwGuvvYZsNitlzsXFRQkmPBiAwywom80e8R3kQVoulyWbphYilUohn89jaWlJRrhxITPToo8f7Sz4Oymi52biIZzP50V8ze9l9ksWjUwCaXgeQCw/EPzRVoX/TZ0hcLgZyOixjE3QA0A2IgA5SOk0Tw0iv46HInCYFSqNuamT5IHETjuWPAm+eZgODAxI8OR9KwXKPKwcDge0Wq1053LaCi0f2GFarVbFmJhWM2QmmdFzygQ3On0TCU4oiKb2aWdnBwCEhWWgZ/Ak08AyLScRUFx+//59yZT551xn1IQyoHq9Xml+4btlEOczY6BWPmetVivsLA8XehryORL88TMqmSD6GypnxdIgvtvt4syZM6hWq5idnZXka3BwEMePHxdPTWonWe7kIUt5hDIJIHCjCJyfk2XxmzdvyntTJjnsVn/ttddgs9kkGfJ4PBgdHZUDV6knppFwu92WBhQaKedyObz//vtSpqIGjzOTjUaj7BnuAR5SBI0E3DwwyY4qp9CwTKnULJG1ByAMkNlslnIYAGnyIrCg5pO6Kb4rlqXNZrPs5YmJCezu7sJms2F6elqqHV6vVxJegi3KQJj0UtuZzWZx+/ZtxONxeTfK98jmH1rBZDIZGY3J8qTBYBBWfWhoCMViUcZp1ut1jI+Pyx6jhIHPhZpAJkjlchk3b97EsWPHZA2xvH3y5Em4XC7s7e2J5ybZdmXjCNcbzwA2YCj9RCkfYPdyNpsVqQjBBNdLPp9HqVRCIBDA2NiYxMVMJiONKrRVGxwclGSUzhnsyGWix703MDAgDVU8j1hW9fl8kuDQropxAoBYJCn3EBOTRqMhgJBdyzw7udZpLUTwzK8hA894wXWQTqflfONwhlwuJ5Uolv55tvLz8N32ej1ZkwS1JENYwenv75fkj0kkv+7cuXNoNg9nXzcaDdGCktAwm80iCaPWmhUwnk3UZtpsNjzzzDN48803BSTznCdYBw6rMNFoFLFYDBqNBj/+8Y8/EUb5edenKTH/LYD/o9fr3QAAlUr1EoC/A/C5z3wXv8TX7du3ZWYujZ8zmYwcVPxzJVvFDICLhUGB4IQ2GAcHBwI0GTAZyJVME7MiUtIs9RAUcGPxoCDgUG4ifh1/pnI2LEEUDyB+DwELANH3KS1omEFS/0KwTIBLNlM52ojBjRoLjUYjXZL8PMrfTb0Vy2j8nGRUyWAAEI89smU8PJXPE4AIvQmYCXIIuIxGowDuarUq0yHYOMAyFgPb1taWMLAABHQykJGhGRgYEANnAq3h4WE0Gg2x22i1Dqc0EPQQLFDwrrRCISujZEyVGTHLgvxafj2/TplRcy0A+AgTYbFYpAzDz0mmkJ+PzDeDHdcsy4SdTgfJZBKVSkVYBTZTkfWcn5/HBx98IOuDWjoyyfz8RqNRpvR0u10cP34c2WxWBN/K9UCGnoc+75sj4ThWksbJLDNZLBa89NJLWFxcxOjoqIzdYzmTTCbLsmQxKPfg7yOzzj3DtQYcgk2NRiPPIxgMIpvNQq1WS+mLrDcZFpay+Hz589jxrFarJRlTHlrUTnHtEHzzgOdIOAJ6MiFkZljG73YP7X7IeBFw8fc0m00pySvXHdcbD0d2alPUz5/DMZsEQ7TCYrMbm/QYe3j/NDhvt9sC/NiMR+aXe53xgN9PbTITSwDS0MUmC4ILVlmoJ+XzppMEhwgok3Emq9Q6nz59WpJRMv3cr8rq0fr6OpLJJMbHx49UXVhW59QsVkL4/PP5vMgx+P4ajYaQArTNIqDi7+QzYZLLsyGdTguRwGSc5xGJAT5fJYPKJj66ZbBi5PF4RMNMwEYQZzKZJMFQnp/8Xr5D3jNlEspklfdGkoHrm2cgNfN8j4yLrAQBwMHBgThN8Kyk/pVrg2eXx+NBPB4/ss6i0aiU7nd3d4+MGWVlhPpvq9UqCRrHhFLC8FmvTwMQLQSHP7nJmyqVyvKZ7+CX+KJNyMbGBnQ6HUKhkOgnyK4p9VkAJACRhiZ7Riav2+2K8Sc3AQ865fcRGCp/tkqlkgVLkTLLJ8y4lBuI/yi1cQwCH9YW8nfy31zA/L3MdHu93pGytJK9IiCjpx4zNQDCntAihYGJZQ/lRSDLf/NAVYqCefjw7xmsqP9TamX4D38O74kBngGCwY/PRAnOWGLkZ6KdCI3M2+22WD4wmJIhZGDTaDTi88hSLktBBEVKDSXBFwMtS+DsouMMULJB/DcZAz4/Phfl1xJc8N0ysHFNsiuR46wIzrkmWDYlCBseHhYAzXshCDCZTDAYDGIfYTKZsLOzg0QiIV2UZBCUrAObc9Tqw9GG2WxWntHJkycFtDLQc/2y4YildGqUeFDy39S1kfkmI07HgdXVVczNzWF5eRmxWExAiBK00QiZ75XJgLIUz452rnW9Xo+LFy9iY2NDDqVIJCKxBThkMQjIuR64FgmaObtbyRCzNMZ9xDWpUh12hRNAs1GGXnXsKFUe9soSNw8sfkY+d4PBAK1WKyw3S7g83PV6PTwez5G51dTpEXBR78Wucr43xhh24rLsevHiRaysrCCTyYiWlPpdrmECR34P75dgme+fe4DPlIe4yWTCb/7mb+Lu3btyzwS/yvjImGIymY6AO8YQpQ6cSTUnpbDDv91ui2sDm5m4Jll+J+hm3CaA43pUnhVkQQnIGW8o1WASwrIv3xWrGHz+vGdWTbg++N56vcOGRo/HI8+8UCiIlIm//8OVJloSNRoN6UpmKfnDpXmz2SxsMmULZPkZG8nYMbazbK+sZvD/eQ+MGd1uV3TcBJNqtRpLS0tSwSPxwqpZMBjE4OCglIgp5WKMZ6Oeco8wAXK5XOKhyO52/m4SQJwS9rWvfQ1/93d/91Fg8imuT9XFrFKp/k8clpkB4H8B4PtMv/2X/EokEvB6vUKDs92f2QoPSwKOn3VRcM+F2Gw2xT+QbB4zTQACbiicVQIbBjmr1Qqz2Qyz2SwNKQyqSkBHMKEM6kpApSxB8CK7xZIus07OOHa5XMjn89Jcw83AgEgTYafTeaQphgckDx6r1QqNRiMsIS8lUFUCxQ8/ax4GZGuVJXEGBiVjw0DB58SfzWfNP2MCwIycJRFm/fw6PncCQDISDNYMpgxEBDQM8DyQOO6J96nX66VRgCPdTCbTEaaVwIPPmpqW8fFxtNttSWYYcMl0dTodGUmm7GRXglN2Mg8PD6O/vx96vR5jY2O4c+eOrH++b+AQ3EYiEWGglOCGhxM/Iz+b2WyGzWY7Euj5vsfHx+X7aTfC0hKfKS1SqGljAB8fH5dORa1Wi2KxeETEbzQa5b2bTKYjoIkJANnA+fl5Gb04MDAgoA+A+ELGYjFp5KAcgHuJQLxerwsLw/1Gk2mlRMBoNMrMW2Uyx3VLM3ElW8Sfx9I03wefE/cfrVui0egR7THXHBt+rFarNGXwd/T390v5mmude5LPdWhoSMAum9e4FwkQuK+YhFAvyXfA+Od2u9Hf349UKoVYLCZJEeMijeyVuknGIQAi76jVaiLn+bhmMeVFNpjMaSKRwPXr1wFAqiN8/wQrZBP5DmlEz3VJWQ73FmPd/v7+Ec9TxmuuM4Jprh8COpXqsDFRWY7mvTOh7XQ64lzAmMnnT1DCvcXfzcRTWQXjGcd9yb/nHiWjx/fV7XblTCuVSvL52dTHi3ILJlhK8MjvZfWF+4wsoV6vh91uF+ZdeYbQ3kr5jMjkMuGhdIfxTknKmEwmKZ/T/1N58dmSOWaCA0C+Vlm5UEoZuM9YKgcgz4Xjc/mulWQFNe2f5fo0APF/BfDfAXwPgArALQB/8Jnv4Jf0ajabePTokRxEdMPvdruSZXCzAT8tqf17FzcbAAnoSk0UAGl75yZW2nnwYKJ3EqeHcIETsBBcAhAQoGTqeNgy4H/4HgEI2KtWq5I5K4MSPd+UGkhmUTTOJmOlPMxYOv24QP1xz4vfx4OTgUV5KBMIKJtBWGb5OPDJQ4oNJTxwmEUqWcxmsylBWgk6lQwdQTW9Dnl4KjN86oeU7F04HJYGHWVA589kaZZgmyyCVns4EpAgnqCLoJPPgs0WygYLJVtEEMBga7PZZPIAWRt2QRPwqdVqSXYYcAnyuS8IsAksmP3zMKNInJocvl++T632cK4tASctQvjuaEFEVobvlnO6+dz4PWRhyXqzWUS5l6hZ5EFFcEWrFmVXPd9pr9eTzn4A8m74TLlWlOu83W6LwTtLbVqtVszqyZSSpeIzZzLBZ8pSLe+p1WpJYhaLxY4wTVwPXHucBMTnzbGGExMTAsa4RmdmZlCpVHBwcCBWSfSxI5hIp9MolUpIpVKyXxkvuG54WHKk2cDAgJThzGazvEf6tTJWKCUgtVpNRq6x0YjPikkL36FKdWhHRa9aPiMlO0rmT61WCzgEDgEEk2smIGQZuee59zgukXGGcYf3QiaXn5/VHuCnXd4EmdSKM4FT6tbJXPMMUMYxxg3eO1lj7gul3lVZVqacQdlQxGdF9l9ZwuXP5/MDIBUUNkbyvpQSH/4uJdjk5+G7Up6t1IFTX6jVasU0HYCU59lhDByeSTwHuea0Wu2RDmiuF86f5tphZzr3Ey/l2cn1oHyvjNH8DMoSvPKdMylTkh+swrCpk0w63U4+K3sIfLou5hyA/+0nH1qDw5Jz8ed/13/d69q1a3jttddQKpUwNTUlw+VZElQyU+zQ5cblwlECE+CnDu78Hi4+LiBl6VNZDqF+QVmyBX56KNPfi9pEZabO4MQgoTxkuZA/vImVGiveGzNvZTlGCSTZhcvubn6GD5eEebE5JZvNHgl2vAdlaVoZnNrtttiTAJCfzyycRqjpdPqI9lN5Kd8LNzrtYyhuVwZAvmsGuA+Xqz+sFeEzU4JMggqW+vkMlFosfl4+J2X2S/0cnw2ZJIJRviNacfC9EiAQKHc6HSmrsqTBAKwE/QDkwCYI47pWlh2Vn4slTwJLrj82ElFvq9frZRKLUqfVbreFESCYoW0EAz2z82Ty/2PvXWPjyq5zwe8UWSTr/a4iWazio/gUKYqUqLdkdbc73bY7sT3tHicX4zECTBBkgAwGmGRwZ34Ek2B+DQbjzNxcTK4DY3LjOMnAdoyJ27Fip91Rd6ul7pbUelCU+H6TxSJZxeKzWKzX/GB/i6vKatuKco3cxBtotEQV65yzz95rfetb31p7VbRMTJ+mUimRa/D5yC7wNJ6xsbEyvZJ2pJpR0yCb5yFr0Ee5BIEso389+E7pjDXLT9ZCB5pkQZnSZLDFoIW/R7ZPg0hWsRNMkynl79AOkOFmWotZBPbjm5iYkM8Q/I2MjMicsLL34ODwqDYWXxBMA5BerxTvEzTyvRQKBWnrQ3aQzwhAik00+CEI4PvW+4raLd33j59j6pNrlzaBP+N703uQ7250dBQ1NTXSd5D3wMwM94n2A9Rbct8Vi0UpLOR61LaNa59BRCKREMDA7yfA0Vo9Xk9fUwMgvf44KB1pbm5GKBTCW2+9JXuY/85547F2dXV1EuQyoOYc0jZQF8vAnfdMAKTT7dr2cu1zrZHF5dGds7OziMfj8lkynzq40+CM/6YHA3bet06102ZSElLpr1lcSGaRhUqU0ZC80QWAGgByT/BoXTKbupim8vd0QBeLxfDWW2/hWcbTVDH/JYDfAlAAcAeAyzCMr5RKpf/9me7gX+BIJpO4evWqHMjNSiWtbwCO0p060gdQBiA0kAKOjAnBk2blaNDotLhhdQU0cASguCF0ek5fX0c5mk3gZ+h8KkepVJKjxcic+f1+OZtTsxp08Cxk0D/nc2lmj2kZpj5571qjwrmg8aAz02kBDgq/6dANw5C+ZFtbW2Xzpp9PzwurLTXw5Of4f8oANOvKe9TRKgBhxPieK50xHS9/TgBEx8z3RKdCPZ9+/1wfu7u7Yvh05FwoHPUX3NjYQHV1Ndxut7B5mnkhE8d1Q6NHxoopOi1P4PvQcwQcVskmEomygiYdKBDIhMNhbG9vS+/A6upqpNNp0V2RHcvlcqK/JItG1pP37ff78dJLL+G73/2u9KPjvZnNZgQCATz33HO4du2azD9HpUN50tDsvt5b+fxhvzOua+pK+R4J3s1msxRV8DvYAorzQ30qNZn6P65XFnUxwODz0ynT6aytrUk6lU6+VCqJLpiFVhqoULdLVkfbBerSWHRG8Mb1yWfifmWVpz5OkSwdnTx7aeoglPNMdlnbTc0S6cCWa4pOmJIbAHK8HHAksaGj57wTTHJ9cxQKBTmZSIMmvs+qqipJoes1QpkAC0rIhPI96fQp3zslGVzf/DN/l+9Es34MltjOiDq+jxu8BpuBLywsyF5kYKSlOBaLRdoB2e120R02NTWhqqpKtKvsfFA5+J06w8Ln0elcMm1k3ipBHu00K791cKptLtcpf4drh/pJ2kMdcFTKg/R61F04uL4JsCszFCRgKCGoBOYMkijdoI2lr+P75X8cPMryWcbTpJiPlUqlLcMw/isA3wfwb3EIFH8BED8aP/rRjzA7O4vZ2VncvHlTNBQ03KwI5eBC1IuRg+CL2j2gvJL2SelonU7VomMel8UNQfaDG4/OVKf1dDopl8shGAxKRK91TZWD90VAwutQP6ijbZvNJmwRRcn8jkpHTNDCyI+MVCXw44ZjmpUieAJcMkh8BjodRp9MQTOdSICoWVLev97IZOU+bvDdMo1BAMB2IgTBlfPIn9OBstiF7wk4Ark67a8Zl582CBQ5J1wj2ily3vjdBBfU35HZ5H3rk2U2NzclJcq5JGtHEEIDGQ6HRfO3ubmJYDAolXlMc/OkG63NpGNltTKfP5vNSkNbNtfmv6VSKakCnJyclHerI/N8/rCHKU/i0AJ77hE6Wq4lvjM6dqZ++OxckyxaYIqWKTa97sPhMKxWKx4/flxmH/ie2YqD86hbTWmnrQMRnqLD/cCRz+elqwLvPZfLCatYU1MjQcSTgladIuOgjSOYoJaPn9WyCzpVt9stR2hyTnk8qA569L6vDFR1oKmHZuD4nglcyVYTBFISxL1Am8w/065USgD4fri3OMjs6f2m7Qr7ZsZiMQwPD8s+JslJtwAAIABJREFUJ4NaeQ1t4zWTxDWmJR18btoS2gsCG/6bBrSagWWlObNc3EtcN/o59vb2JFBhMKaDdzbhZtDCPaTnivfAe9dzrEFUPp+XvaXnfnl5WeaCWnfOEdcz5S/F4qEmP5FISOseMq2VBAwzG8yUkETR70K/f943P8NsAp+Fc8O51vuRa0z7FfpmbeN4DcpTaF86Ojpw8+ZNPMt4GoBoNgzDDODzAP59qVTKGYbx073Pv/BRKh02hL59+zbeffddLC0t4datW9I+hZolrU/h0JtPR/XcAJqho2P+OINHAMHfoyarWCzKoqwEiIwkNasDHImqdWTHCIppTW4IbTD5XYziKKQmWKPxLZVKcDqd8Hq90i9L6wm14dQGmk6RjCufkaPSKXAT8RzNdDotDWlprDRTx+fVGh3OO9NQxeKRtoibUqfGtGhaV3JzrRC0FotHbRp4DR39ka3RGiymNirXEN8l3y8r+wjONdvJ6xP88X3p+SZ7R8PP/7RGleuac8nvI0Dg2mUasBLs2+12fOYzn0EgEMCNGzcQj8flaK5MJgOz2SztfnSbCpvNJueZMu3DSsGWlhap8jOMo9YYwJHOiQCJ7yibPTzZhQVElSCMv69BEd87P0MQyDOG6YD1GtROl867uroaFosF9fX10r5HXzOTOTwXmU5Ur/HK9KQ+4kwz7rqHG4M0CvAJ4HUVpw6cHA4H9vb2pO8dJSmVgYdO8em9q5lffq/OfBA0cm+z+TKPi9RFUDplynVaObS0hEGMZtH0fuE7cjgcSCaTZcCaewk4KrjTAQ9HdXV1WbpRB3WV653pdd3Qmd/POc1kMlhfX5cMhgYOld/H4N7lcslpRrwPHWhqkMa1rzMZPAlFX0P7FA6dgdB2iqNyPbDZuQ5aisViWRsp2hJmcHRQyvukz+H9PwmM6+uSWdPSAKaICco5L0x/19bWor6+HnV1dVhZWRE7wfvknqNNZKrcMI4OZOB+ZwEQ1zsLqTTLSnDO/ULbxvWq3zNtQmVWQ+swuRZpJxwOB3p6enD27Fl8/etff+Jc/azjaQDiVwHMArgP4G3DMJoB/KvRIPIcx/8Ug4uOqRhuUMMwpLiDf68cOjrR0Sxpa810lUolAWtAuVhWs0eMUDgMw5Bu8Po6GjzQ8bEhsnYAAETIT4MdiUREY8ICBg5W4OnBTcJKNK3h4bV5WoHJVC4YL5VKT9Te0Ono+dBpTP0umAKsdBLc6DabDR0dHZidnUWhUJDzOisdG1NATOdVplo5CEhomGjcNcuqjTYdFQ0j3xVPeCgWiwIimC7i9wCQ9CbTFIy06Yy4NniaB4GI7uNHp8t+nJqB5NCpl7m5OTkejumrsbEx1NTUyNzp7y6VSpKu4vdr8FQsHjYf57umtoeMI4GrLgJgUMOULeeQQxtmvZ64bmigeU2tKWJAwc/yGcjS1dTUwOVyYW9vD1tbW3C5XGXsBZ+J91VdXQ2v14twOIzx8XHp0UfmCzjcO+yJxrWr9bxm8+F5rwBEl2o2m6UVDK+Vz+el0IZropKtp1PjumZqnP+mGY4nMe56PvkzHvmoA5xKe1Q5OLdkTtjGhECXQK7SVnL+ef6vYRhSwauDH86jBiZk1PUa4Z/1mbwMIKmV1u8TwI/tr4ODA4yNjZUd+fakLACBhZbl0E7oOeXPaKNo91jwxQMROP98f5zTjwNjlc/AfRMMBoUY0NITfj8ZZAZ5+/v7IgHRPoiV/Swe5D7lyUQA5Fg+dsaw2WySKqd2FoCcSMV5Y69MFtbowkXOH4trNOtO8Em5B+08tcQ1NTVoa2vDwsJCWco7FAqVFcKRteb9cG5YgQ4cpbBpt7TmledPcw3w/fIIv3w+j9nZWYyPj3/snvlZx9MUqfw7AP9O/WjOMIznn/kO/omHYRj/D4BfBrBaKpX6fsLnTgN4D8Cvlkqlb/+87u9Jg2kpGhePx1N2EshH9/ux6UL+XAvxKw0aHRcXKHDkfPgdlToSbey5GDm4WFlZxb+TTWFxBPUfuj0AHRIjahoGAqLKa/HZ2ICaqRfeK+/941Lxm5ubZRXZGnhpET5wVMlHlpMAKxwOiyCZDAydfy53eLj62NiYVFBqUbNub/JxKTE99HdrI8z7ol5Tf4cGNSwiqSxqoKPmOmGamu9IM9oEgY2NjeJ0qfljapKpYEbEGtiTyaBWi4GIw+GQM4kDgQAikQhOnDiBb3/725JC3N/fL3vHbEFRKByeBkEjqAEK9b40vnqv5HI56a9XycCRmSBw1UwXn4NAXg9+D0clA3xwcFB24oxuO8P/08GTVaFmkuuTTAGBBe/n2LFjmJqaEuBKCQediV4PbEnEoCebPTyLmqCHKWoepcd7ojPXzAf3qB4EGdrmaK0W1zzngeuRa5AAl0GL7mPHuSLb6nA4xPnrvaJZPjKybJmiK6zz+cNz2JlJ2NraktQj171eGwSNZAD1O9CBsf49zeTX1dWhsbFRmoRrm1S5Z0ulo/Q7/87v0RrLSrvIYiXeay6Xk3Y0upCROlLeB4E+CyYIIKnxZGuu9fV1eX9PsssABJiTAeVeoXyIYDObzUq2iDZO21Dui5qaGrS2toqWmFXRtB+GcaiPra+vl1QygxrOWWX2q1L6wD1qGIYER2StGVhbLBap5tc9Yxn0831Q4097yGCKe6IyHa9lDNrW0MZxjhmEkHDhXuUa1Iw8f4eZuIODA6yvr//Yu3ra8TRFKv89gD8FsA3gawAGAfxPAJ79PJd/2vEfAfx7AB/LrRqHVdj/G4Af/Jzu6ScOGnmr1SpAgkfzkG73eDxlbSme9B0ED4zgOOjICI7IJDwpogVQBhzoOLio6bjJLmnWUUc7vIZOV9BY5fN5EaDz+DgCSgJNHZVzbkwmkzSSrjRUlcJkPo8GnjqKe1Lak1GsBst0YEyB7e/vIxAIyPF+jET5uxqgbG9vS3qE160cWg7AeyCYeBJrBRz1wNKDTAUNKOeIAms+k05paUehqwr1e1pdXRXHoSumea/8Dm3wNUuj07ac9+rqatTX10uLEgJZ7cgpYC+VSvD5fCLQZjEE14w+SpJAoXKeNVNYOa/8PO+doJ4MB/WpOnVKg63TjtSWssiBjoLHoXFeef8EQMlkUkA73wnvTzMhXINra2t48803xQ5ox6gdMfclAyNeo1AoyCkanE+uC/6MTlbrkDmPfFbNqtFxs0MD7RlwKFch4Of6IojSOj6yZ2y1o9kc4NCZs1q58t0x5c81sLa2VuY4XS6XBDgELVxPlUwOcFQdy/XATIdmRfU61+liVqcTfPLoVO4R2iIdnPPZn7Qudf9NnW7Wujxto/T65P2Rkde9D/W88jvJFnM/6gbQBP4c+nq0WZVaQJ3NoKyG78VkMknwoosZq6sPT5ja3d2V4yV5n2QUuebi8bisVVZo0+9wv1UGTPrP+h2k02nR2JpMJrF3XFt9fX24d++eBFecH651m81W1ilABzg62NWaUe4DrgvOiw4kCBB9Ph+qq6vlKFT2t+URiRzcU9TTP+t4qj6IpVLp/zIM42UAARz2QPxT/DMDiKVS6W3DMFp+ysf+OwB/DeD0z/q9p06dwu3btz/umkilUrh79y5+8IMf4NatWxgdHRUK/WcZOoVTqQHhQtGMxZMGxdaVRpTRl9Ya0cBQ56HTeLwe9RN60XED6c2lN1R9fb2wRQDKGr2y9QGjJDoHAipuNjJ1vGf+/En6p8rB61YaAVL02jhRFwQcnSWrC1P02Z8Ep/xdAkNehw3B6bjJHP6k988oUGviuBZojGnoKhmZyu/hO6c+lH/XBTe7u7uSzmF/SrJb2jBpTSPnnfepG69rg6eLRhhp6wpk3icbuLa3t2N7e1vOo93Y2Cg7vpH/Pzg4wMzMjDwzHZpm9rgmnsRucFQeocf74brTIJZOmQBQtz3RaTgtvqehJ4vK+2PaJxAIyHrRbUi0k6UjJ8DjtVmAwrllOyqd4iYY14Cde5vrXoPCyufWbG9VVZX0jDOZTJibm5MWMDqIouSBLBTtgs5E6MCQf+e6ZiEDC2F4/2R26HQJHLUT1Y3hyUABR0d6cg+w8pf3Gw6HBVjw3p4UUBAo6ZNpGFRyT/B+OOcM0rh3dV+/SvZea0V18Fs5NBjXYJ2Dem+uN947mXXOi54vPXhPZAG5l3iaR2WXCD6jvl8SB7xf7gUtL6nMoGh5in4mBtSjo6M4ODgQ+8/fJ8jlOuD36Apk2npmc7gnNcNPlpXHaPKZdRCk18KtW7ekxYz+Dq5XBnq8B+27GeiWSoeyJdr7SntFJp/BrNlslp7G7LHKOa28X71eDOOwePDRo0c/9r6fdjwNQOQu/wyAPy2VSvcNvfP/MxmGYYQB/BcAXsBTAMSf8p3w+Xz45Cc/CeCwaphHY926dQuZTOaJ5euVQxs8ag+BI23OkxagvofKnzO60iJZOlVuLi5IbnLNNlHLQ8OgdYTcsLp6M5/PSzsfrZEAjlIoOkqiHkSzJpXaCjoLGjIAsoH00DoVOjvS7ewrRifPk10Mw8Dy8rI4lEgkIkdYacCRy+UwOzsrxqhYPOozx2GxWBAOh1EoFKTx8ZPYqietHa3V1IUhH/eu+bx0yGyfQWfBueXzWq1WNDQ0YGpqCk1NTQAgVYRki8mSmM1mCTIMwxDASZaAzo3zq9eoBqZ8l/reuXZ2dnZw69YtAQYMpPgdlYYzm82K9lAD0I+bT643PT5OWM/51RWcZNnIorHxNtdvpYhdp8n0z5lC5f4g4Gb7mkKhIA6QDkP3NiRrQ4eo2Rw6gsrnqZxrgl2d+uc6qww6+OxMPbJrAedap7S1RorOmHOk18CTCju0hIJaU3Yl0NfT2kn9brV90RkQgjebzVbWhocntLAfbCqVKkvv6eIA/p/fR7vF61dVHfay43O6XC4phuJeCwaD0qwYOMoS8Hv5d4ItvmdKcyqlPAQ3WvbwJBvIeWLrGB1U8Z3pwfOpmSLN5/MCJOkL2KyZ90/foTsnUILCzxHY00bpfcLBPVYsFoUZJotJcMq508+pgyqdiqV/oKbUMI66B5hMJjQ0NJRldliwFY/Hy76Tc853T+DNLJGWSlDqw3fPfUkbqZ+b30l7oOdFZ/YqZStM2fN3OHc6MKkcXGOxWAzvvffej/3704ynAYh3DMP4IYBWAP+zYRgOAD/96I9/fuP/BPBvS6VS4afhW8MwfhPAbwJANBr9qV9sGAZefPFFvPjii/jjP/5jPHz4UF7y6uoq1tbWJAqtdKaVQ794LkieaKGNIkHek5wmIzRGk0y3bGxsyMLXKSZNfwNH/ZUYgenzR/Uzc/EyeqPx1lGTrhLUFWp0CpX3rVNoBCiaLao0HLW1tdJTjvqZubk57O7ulmkigUOntb6+LudW0jkvLi6WGQtem/NdCbapjTKZTKivr0dVVZWA6p8kqtfvtdJRc/D39fUq0+6VBkunbQhyS6WSMLs2m016rJEN3N/fx9bWljDFfG9kcalNpFOorG5npE0GTFfg63WqAW82mxUWTLdf0WuK38lgobJw4+MG1+LP0p9QA3jOh74WmTsK5bl2NWOh7+dJ+4LPQFCtT+bh+9frWDMEAMqkEGR6SqVDPRL1THrOtKMjgNfrthJ8VDIdxWKxTFOqn4lpdP0u+Y51r1W9NvnsfDdaUrG3tyfN0SszJKVSqYytqSzW0LpMDfT39vZEqsP9y3vY3d2VY/b0yOVy0sZHM81PcuD8OwHnyZMncffuXZHMVFdXC9Ok9zeBFvcmg0AGZaVSSQKwqqoqKZahplCnoHVgR7tgtVrlnT8J8Gg2kGxnZ2enHMtHYMfAxW63i0yCa4Ya1bq6OgGGrBBmsMd3q7MjBI+6Mp32n8/HVjSa1aZt1Wy63++XLI8+Dcvr9SKXy8HlcslZzfl8XoKMlZUVBAIBtLS04P79+ygUChKc6HllKp/vg3IHnVFraGhATU1N2dnutHdcm3r+tR3gmtCAT5M7LAJkDUKllEOvew1COfTJO5R8PMt4GoD43wAYADBdKpX2DMPw4T/Po/aGAPy/Hxk5P4DPGIaRL5VK/1/lB0ul0p8A+BMAGBoaeqqWPq+88gpqamrwyiuv4C/+4i+kSSeBnt1ul75SPyk1poem7HXUDJS3O+G/k/3TaV6n0ykGjIaEp5fw94AjYKKrsSojHBp7iqupVeMG12zlR/Mp7COpdrIrNAaV12Jamo6S36EF5ASku7u76O/vF/Dn8XhEw1EsHh3DxHvR2hqHw/FjbTf4DJWpcLvdLgUzGrTNz8+XtYjRg9+hwUCl0zGZyk+cIVDjs+k0kmZyyZzQQfJ3eK29vT0sLS0hl8thcnJSDLq+R86DPkVFO0reA9+5DlrIIunUntZbsQCE71DLE57UO5LfoY3fkxq9k+GrBCB8fr4XptnpMHjPpYo0DVNsOpWq3w0dsWEYP7GdEeeOc2mxWOD1ekV0Tyae866fU7d2YfNyrlmu06qqKpw+fRqTk5OYmZkRZ8Y+kbwHl8sljdB54o1O/XI9aYaS19FaMd6r0+kEgLLel2TgdBDDeSSY0GxcPl9+TjSBggaIBBm0YUy9szjsScxJdfXhUYhch1xzlEToE364RkqlklyX4EYzelyr1FESYK+ursozvPHGGzJ/+XxeTu7Qe4jvjUV01G/b7XZJHfKd1dXVybGSlGk8ie0lI8y1Uym90HaMLB0A6cxgtVoxNjYm691isaC5ubks/U57qNdAXV1dGXNmsVjKAiudiqaEQOuGdYZKZ58IEpm10CCS76KlpUVkHHwf9A9kH/P5PHw+nxQsUWuazWal2TTn2+fzIZ1OC5PJM9/JDvt8PlgsFiwuLgpj7nA4EAqFkMvlZG9WAmEd4JZKJTgcDthsNiwvL5dpfXnfnAu+Rz4bf0Zw+HGMYeXgZ38uANEwjO5SqTSKQ3AIAG0/jXn75zxKpVIr/2wYxn8E8L0ngcNnHY2NjQiFQrDb7RgYGMD6+joymYwYF25mGtdK3WHl0M6KxoUOiMZUs4n8LjJd3LTFYlH0PmR/CLZomJk+YOQE/HgLhKqqKjEAuukuW83QeQCQXnbcmGQrGHXycw0NDaLl4HMylUZDRefFf9dgkZoVGkGn0ymped36hQwfn5W/U1mowfvgO9KNZ2lI6BjHx8clKtUMC+dcn9ZSycJqgMI5JesbiUSQz+cxPT0t75DRrE5t0DHQqOqTNg4ODhsyk5nQTbUtFgsAyMk36+vrcoIM55/riWuGz0TnQBC4trYm70e3ZaBh0+CB91rZ25EOS4MIbSCB8mbWfKc6cOJccJAd1Gk2gnPN5LDdidZiEZxwHZOx03uV86RTgJVgPplMSpEUP8PfrXw+Ok6fzyesOJsPBwIBLC8vw+PxyDW4FvisGtDzz9TTkt3V4J3riHuUzDg/x/slAKAz1elVzbKzrQftE9caWUXO/8HBQdnZy9pu6ffMjAADDIJ9rXnlO2aVbLFYlJNQyPTo9ajT1yaTSVhiHXBrsMV3xM9w3nRrH84Tn5XBXrFYlPnXAS3trQ4SdIuoYrEIp9MpQb4G8CwcpD1mWxYA4k/0+uP3kyXkWuYayGazmJiYwO7urhThsek81zWBG4MOgi4Gv7oYL5/Pl7GeDNA53zabTXwXn5ksqLZnBGb0R6lUSuZHdyugjIiZIq0F1oE8g3B+r8fjEdumC7oo86I9YFEIQSdlY/y8LnbiuuUaqa6ulqBQ+xJtu7juKmsItG2pJB2ohdWfpa3l+n/W8bMwiP8DDtOs/8cT/q0E4IVnvot/wmEYxl8BeA6A3zCMRQD/CwAzAJRKpf/w87qP6upqeDweFAoFXLp0CSbTYen81atXywwymRXNJv0sg2xBZRsEbfhJ4dMgFQoFrK+v/xhDQ4dsGIb0aGOqkkNrJngUFjcPmREaAe0QmB7ghtfATi96OlHNqOpUIdPSLJQBjppJO51OYWZu3rwpG5GAxOv1yn3pPnq8T6afCH54bYIVplR1FMx0g2bNgKO2E7wON6w27nw/7EnJZyQzqe9vZWVFnoMGoaamRtIcFosF6XQaS0tLEpHSYHPOtMif4JyG0u12Y29vD16vV+6rUvel1yXXaVVVlTSXnZmZwfb2tlTtMs3Oc0j12uQ6JOvINaq/nxE1/6wjdH7mSf8vFg+PsvL7/ZiZmZEggAU6dMi6txmvxbXKgh7ur1KphNbWViSTSUnVAkd9yjQw5dAAgGtYp6PIntMR5XI5OBwOqdC02+3i8EKhEKqrq6V5dCKRQCqVkufj+9B9CAlkyHbb7XZsbGyUgX3+uwaAZCeZzrNareLYamtr5VQn/s7GxobMkWEYkqZtamrC2toa0um0BDzUlVUCCTpystr6fXLfM1hh+rC5uRmZTAYLCwvSkkUHYqw+13rOSrZe/51/1mCJwTPfIb+H+00fFsA5o01k0Mx9pp04gRsBLoNt6odp0wlWcrmcZBT0vegMgN5bZE41qCXAoC3j2tTBFwFdsViUDExPT4/sa9o33i/T3jabTc4x17rByv8zG8I93NXVJRkN2joNtmnDKUFIp9OIx+MSpFJ3zewTNcP6HXN+NKPn9/tRVXVY6W6z2USLnsvlhFBgRb7D4YDP50NDQwNWVlbKCAGeIc7543W0nScQJfDVgavZbBa/pQEw54y+UaeiKwcZfdoqHQhwzz3r+KkAsVQq/eZH//9n1/PwSaNUKv2bp/jsr/8nvBX4/X6Mj4/jypUrmJmZQWdnJ+7evSuGVbNkldEBDR4paqY3GJEwEqXwulQqyVm5AMoAGDeoBgcfPb9sMrKSJtOhoJeMGo2GLgAZGBgQhoCG0uVyoVgsCqWvQZAGSTTaTHETcLH/I3BUiavFz3a7vYwxtFgsZWcDs1+hruTkJmVVn2ZSGXFTcM5oms6b14pEIpibmxOgQ2OmQQ/fF59rZ2dHvocMAsGtzWZDoVBAfX095ubmABxp7WjoaBjYwy2VSpUVabC9C50jjSgBVyAQEHDKdCrnWgNFGql8Po+GhgZxupotIZijfIAGzmQyoampSYCPrjrmoLO1WCzw+XzY3NwUEKTBlQZo+hq8DtcTnbFmKblP6FySyWRZ6xuuOxpQzcRzz+l0vGa8uNcSiQTS6bRcg9euqakRzRgb/tLRcs9xbxMYkOkiMC+VSiKq16yVZrm5B6itAlB2HrJmIAjWqMMLBoM4deoU3nvvPTgcDiwuLgrzwWtx/hsaGkQrvbe3J+wyHSsr9XlWM0EKATzBKMEAA8/W1lYsLy9ja2tLGH2uRa3NqhwaXNXV1Ynd293dlRZTXNfUijGdyTlkMKkDMZ2y17aR64v3zz2rgavOqJAN1Ww2QSpBFQMBBkIEC5w3Vg/v7e1JEMsAlGCE9pH2XwMBsmAMAvmdukiuUq9cecQh70fv+Ww2i9nZWQCQk3Sqq6sRi8WERMhkMmhoaEChUBC7y7VABpVZk8pA0ev1YnBwEF/96lcFFPGdka3OZDLwer3Sw7RQKIg8y+VyYXV1VeRKPCJPr2vKuEhkNDY2SiN6k8kEr9cLt9uNeDyOlpYW7OzsIJPJSJNz2hGLxSKyCrfbLTaZNsRsPjz1ifuOficYDEpTbtoA+i36dLKo3A/0JZpFpC/lIKPZ1dWFlZWVsjPTCVxzuZw0xH+W8TR9EM0A/lsAn/joR9cAfLVUKv10Nfi/0tHY2IjJyUmMj4/j85//PAqFAlpaWkS/UFNTg5aWFjx+/Bg7OzuiOdKbnwuL5ymzESyPBNKMBqlyHSGTKWL6kEBGs2NcpDydZH19HcFgUITDBC9cmAAkUmejUrJf/AwdlX4WwzAQCASELeRG2t/fh91ulxYsvHcCzGw2i83NTQGNZGN9Pp+cl0onQTaC4IcRMVMrjLA9Hg9WV1fh9/txcHAgTJ1OQRAIkl3TjKdOp+fzedTX1wtw081/tZEiCK2qOuzG73A4xPDryspS6bCJdHt7O2KxGEZHR1FTU4M7d+7IO6Zx2dvbg9PpFKdEEEoWqlg8PNGD+q18Pg+HwyHVw3t7e/B4PCKOZooaOApSNHtAZ7Szs4PR0dEyZgg4kkIUCkfntbI5MytVyZBkMhk5nYCawco0NCP8cDiMhYUFKc6gMwUgRlynnTR45985CHT4eQ0WAZSBNYJWncrin91uN2w2mzgLvu90Oi3rUKcxdTqb/dQIlHk6A9PJvB+mPjWoLpVKGB0dlTXAwI6fq64+7DO5uLiI9fV1/OhHP5K2Rn6/X/RiBHCUZOzu7sLj8cjpNloKQF1UNBpFdfXRySS8Bw3Uk8kkqqqq4Ha7YbVaYbPZBEyYzWbE43F59263G4lEQgIHzr+WeXDPk5Um2HG73djY2JDCEL4D9jtk4QxtEjtDcJ7NZjM6OjrKjhEkOLRarWIzydCQYdZgh2udTlwXlzU2NiIcDmN4eFjWmdfrFUkOn5F7QEsmmM71er2yLvndtMX0D/rceQJKfhdPcwEgIJRAkWuSv8N9Bxy1XOH9UB9I1ooNtLe3t6WZvgb6WvpEe65B9MOHD7G0tIRisSjfzUBea1rX19cRiUSEZaOdom2jBIRAmO+JftJsNpf1DubclEolWR9kKFdWViTQyefzAu78fr/MFVO3BwcHiMfjZfaLPs/lcqFUOuxZyowPASAZYUrE3G53WbaF+4I22OFwwGq1it/d398X8oZEhsfjQX19PZLJJMbHx2UtfRzz+DTjaYpU/hiHqdr/+6O//9cf/ew3nvku/oUOh8OBrq4uPH78GPX19fjc5z6H+fl5EcbmcjkMDAxIY9fm5mYsLS2VnWdLXZrD4UChUIDD4UAsFhMHw2o3RrvAkZNmpM4IVRteAGWARG/uTCYjjUuZxmVkyM2UzWalIpDAQ4uR9akQjKxoABht8VrAURqAUTd7x7EamalnLn673Y6Ojg5J0TU2Nor+qLa2FhsbG5Iq0cyB3W6H2WxGfX29ODzqQvP5PDY2NgD0WkdqAAAgAElEQVRANiwjR6/XK1oiXocsg9VqxZe+9CU8fPgQd+7cEcZNp/kYBTOFtLu7i7q6OjQ1NeH48eO4efMmenp6kM/nMTExgTNnzoj+sL29HcViEfPz81JIQmCZyWSQSCTkXVJLRAdAgE1gwmdgUQ6PBEwkEpiYmCjTStHp5PN5cYpkIIrFovSCpFPlmiM7Qqewt7cnDo+DhtztduPg4KBs7bhcLjGmra2tWFpaQjabhcfjEUOrBeWrq6sCENmOggyHXvN0YtxLbIZNpsPlcqGjo0MCH549XVdXJ0eSUUy/sbEBu90ucgwyHTxNQrOFBFKcF31qi+6vV7k/uS+4h3gvTOVSj2U2m8VJEgCQYSEbz++yWCzw+/1YXV0tmxObzQaXyyXHl5El5RnWBOR1dXXwer2YmpoqS2HS4dKuEdwEAgFhmTOZDOrq6tDe3o7V1VXEYjE4nU4sLy/j5s2bco9cB1yj9fX1Yg8ZkNBOWK1WSfmWSiXpKehyudDZ2Yl4PI5UKlXWZJtAp6mpCUNDQxgeHkY0GkUul8P4+Lg4db3uuZ7JCvEAAeq0S6WSzDX/r1tG0aYnEgmxtVqDpzs7MPiknjMejwtgqK6uhtPpFF0pC/jYKQI4lN5wrTU1NSGTyUjz7lQqhVAoJPdN0Mi1oN9BZ2cnZmZmJDDc2tpCa2srpqamsLi4KPPZ1NQkbcDy+bzcM4AyNpNrkyDM7/fLyUycb+5Lh8Mh75TN9AmKeUIR08wswtT6TUobvF6vsIJacpLLHXayYMaN1dyNjY3CdHMdMAAxmQ6LPBcWFrC5uQmLxfJjpx9x3wNHhUPRaBQbGxvwer1YWFiQ4pGmpiYJngnSS6WSdJvg7zNI5NrmHqiqOuxXyhOGyPiTuGhtlXKLf/R4GoB4ulQqnVB/f9MwjPvPfAf/wkcsFkMikcDw8DCam5vR3d2NaDQqQGt6elqiyNbWVuzu7or+gU5Fd6HP5XJ4/vnnsbq6KsJ3pkFYNMBIU7MidDJMeQCQszm54ej8uNkItnTkWCweVsTRsZAZJBPBKI+6xIODA9jtdqkkZjRutVollcHj1wgawuEwotGosIbBYBC5XA4rKyviTHO5HKanpyUVQxaDrCRZEL/fX1bY8vLLL+Pg4EB677FYxmq1oru7G9PT0zCZDgsEJiYm4HK5sLS0hJ2dHemlxXug/gUAVlZWJM3I9Eh1dbWklNhuh5pFk8mExsZGdHd34/nnn8fKygqWl5eFNc3lcvB6vVhfX0c2m8X8/LykFM1mM06cOIFSqYQHDx4glUqJ4dUaOwACzmlg9vb2ygKUQqGA1dVV7O3tCcPC39VpcjqilZUVAaOMUgncacBpuKhPJchhJWomk5H373K5xPhSv0gNZyaTgcvlkrO6h4aGYDabJYjq6enBzs4OHjx4IIab6S0AAiZ9Ph9CoRBmZ2eFadJpLaaLyVYGg0GYTIcNopuamtDW1obl5WXMzc3JOmKqiqwC9wmLg5hqtlqt8t7T6TRMJpO06uB1WRwTiUSkqAg4rIovlUoC2ggOme4n48NiL+q78vnDalpmCVjdy72ve4LSyW1ubkoQ1NfXh8bGRoyNjeGDDz4Qx0vNWCwWg9frhdlsluclo8M5pSNbWVmRtHihUEAkEsGFCxfk3e7v72NychLAUTNnpsxZ/dnX14cPPvhA1gnXEYs4uPboqD0eDwYGBjA4OIi/+qu/EiBGJ26z2RAOh+Hz+RCJRPD++++juroaLS0tWFpakkIt7l+LxSL7g/PPgGBlZUXWKud6e3sbbrcbHR0dmJqaKmtToxnl2tpa+Hy+MqbU5/NhdHQU9fX1Yr8IKt1uN44dO4bNzU2pXieYYtEHcAg8qCtub2/H3NwcQqEQQqEQ7ty5g0wmA4/Hg1AohHv37sn9HD9+HJubm0gmk8LkM+vDtcXsAfdBJpPB7du3xc6wZyltHDW9DOxra2vFlySTSQSDQQnK+Z6AI5YUgGQ5aMdpi5gtIUC0WCySbg0GgwgEAlhZWYHb7ZYCMTJ+PDSAJABtGKv9GQQTSLL7AQAJQnt7exGPx1FXV4fZ2VlhLaurq9HR0YH19XVMT09LxohEBVnGtrY2zM3NwePxiN0DDos1GZhwbzEwa25uxuzsLFKpFCKRiLClb775puwP2g9dFPePHU8DEAuGYcRKpdLURw/ZBuDjG/n9YgA4XAyDg4N47733MDs7i93dXVnw/f39sqGSyaQwYjMzMwgGg4jH48hms2hpacHm5qZEMysrKzh79iwePXqEsbExAS1MtwCQJqE+nw9VVVVyILtOSXu9XgFJTMkGAgGJ3h4/fiz0PCvnNBjQUR5TALwGDYPT6URDQ4Okw/k5gs7t7W14vV6JHhmttre348GDB1heXoZhGDhx4gTMZjPm5ubKtDg8Ws5ms6GhoUEiXDKgXV1dSKfTmJ+fR2NjIz73uc/hwYMHWFhYQFVVFSYmJpDNZtHd3Y3jx49jdXUV+/v7CIVCAiTpuEwmE1paWiS9r3WaDx48ELaOhjAYDMLpdMIwDAEpN27cgGEYSCaTUp353nvvidN2u93yrlKpFO7du4f9/X2MjY2hpqZGwPLc3Jykxpgy5X2yUpmsKw0HmQQCdTpiMmWaoWUKj2DTZrMhmUwK00D2RKehqqqq0NLSgrW1NcRiMdTU1ODhw4fCCjDqpePx+/1yJi5/brPZ0NraKmvj9OnT2NnZkWKJjY0NeaZUKoW6ujq0tbXB7XYLm8DUrt1ux+bmJqLRKFwuF+bn58Wp8DmpB0okElhfX5eTT3SRAQGOy+USR08GIxQKYXV1VQCIFtqzQCoUCpXpjmtra+XcVTaYrqmpgd/vR6lUQk9PD6LRKP7wD/9QJB58r5SFcC4Z0DGtyntj2pHvslAoIBgMlskFAEjgBkAYvsnJSUxPT0vxDIsFtre3BRRy75E51gB7ampK9Lp05jyKbXFxEZOTk7DZbOjq6hLG1Ww2w+v1SgU9tcINDQ2IRqMYGRkRcKtbSTEYozNlI+yJiQlsbGxIxS3TgGRbed+Tk5MirQkGgyI5oY0JBAJyPQZFXGdke1kIRqaQ9zA8PIyqqipEo1HMzc2hpaUFy8vLEiz6fD5Eo1Fks1mxl1pXSoaM2Z+amhrMzs5KQRqZOJ2i5j6nryBLqGUmAGQ9cT8bhiFZEdrzjY0NFItFdHR0IJlMYmFhAYlEQggCrh2+J00KELTqgJnXCofDWF9fRyKREF9FWQUzLFoKZbVaEQ6HARy1D9rb25PTfqqrq7G4uCgAO5VKwePxoLm5GTs7O4hGo5iamsL29rYEB6lUCktLS0JwuFwu+P1+tLS0SEEMQTD1tEyDO51OeL1e6b24vr6OmpoaRKNRyRS1tLTA4XDA5XLBZrNhc3NT2stZrVa43W4J8CKRCGZnZ+F0OiVbwarqfP6wdzH1koFAAAsLCzCZTNK312q1ijyEJzZtb2+jvr7+mfHL0wDE/xHAPxiGMf3R31vwn2cfxJ/7sFqteOGFw2LvDz/8UCqcnU4nQqEQmpub8cYbb2B+fl4o62g0Ksatq6sLY2NjcLvdqKurw9TUFABImpmbiymouro6OJ1OpNNp/NIv/RKWlpYwOzuLdDqNrq4uMbYOh0McADfc+fPnEY/HpeEsF2lTUxN2dnYkVcOFyXQyBbjnz5+HYRyekzkyMoJwOIz+/n5pjAwciXAJDGmIeKwQ2Y+NjQ0kk0k4nU7EYjFsbW0hmUwK8+JyuQTY0FB+9rOfxR/90R+hoaEB+/v78Pl8OHbsGNLpNEKhEDweD5aXl+XEFKbVWlpa0NraKmkli8WCrq4uJJNJ+P1+DA8PIxKJCNjLZDKwWCxYXV1FdXU1rly5gpqaGly9elW+t6+vT0CJx+NBLBbD7u5uWWpwcnJSjnuyWCwYGBjA0tKSVA/S6BJ8XblyBffu3UOhUJDo89y5c/L5O3fuYHd3V94NnTmDCD3/QHnPPoI26iHtdrtEz3RQnC+Hw4GlpSVZZ/x3nb7x+/3w+XwCImnY2FrC4/GI9tbpdIpjYLovEAiI9i2bzWJra0ue0zAOK+4JUnZ3dxEOh+HxeLC0tCRpR93ih+ci+/1+cQBVVVXSo9DhcMDtdsNutyORSGB7ext+vx9ms1mc+/z8PILBoKSsBgcHkc1mpRqTzpwMkT5mj2c1M31Ih86G5aOjowCOqnu1xAQ4Si9SS+h0OgUszs7Oll1XV/3zGdvb2+U9j4+PywkjDCpDoRAsFgtGRkaEXSZQa21tlR6b1GUxyDKZTGhubsbv/u7vYmpqCl/5yldkzj0ej2i72DuUDBn11gTw7e3tuHv3rjDcDQ0NCIVCaGhowBe+8AXcuXMHjx8/LpNIkJXh8Zd832NjY5ifn5e1R2BBxpsaau73UqmE9vZ2KXajZra5uRkLCwuSdWlra5M1TKmM1+vF9va2SD2oGSNo03aZ78tut8PpdOLx48eSZSBwyeVyAvKmpqaEFQ2Hw9IWiGxZfX29ACkyzKwu9vv9WFlZEb2crnTd3NyU4J5zmE6n0dfXh83NTdm3yWQSDodDbCOPKiTTS9vZ1taGmzdvigyhublZMjm6sMfn8yEQCEihEwEs/RcLoiwWi2j4jh8/LnZbV6v39vZicXERwWAQjx49gmEYknljoBeJRERDuLu7i/X1dekJSeY9Go3iueeew8TEhLCYfr8fa2trqK2tRXt7O5aXl6UI6uDgAB6PR86LJntcXV2NeDwukpOVlRXZQ16vV46hLRaLaGpqQqlUwsbGhqSIaSsASDeGUqmER48eYWtrCxaLpUz6QgkQ9fsOhwNer1fmnHbjWcbTAMR3AXwVwCc/+vtXAdx85jv4VzYaGxsRCATgdrsRiUSQy+UwMTEhRSgs/6eTdDgcCIfD2NraKjuonKkNghcAwmhwIdbW1uL06dMIhUICNmOxGOLxuPR4YgqOmykajaJQKODevXuSblpZWUFnZyc2NjakopZpWLY42NzclOpMgs6VlRW4XC40NDTA7XZjZmZGCiTYVBo4BCx09NTtMBVJJ0AASq0ZU3ULCwuora0V5zM1NQWr1SpMIoW/gUAA1dXV+M53voNisYjBwUGkUinMzs4iHo/Dbrejv78fX/ziF5FKpdDf34+JiQmEQiFkMhmsra2JDonAi+BpZWUFDx8+RCgUEoaWDjqbzaKpqQk2mw11dXW4cuUKdnd38b3vfU9SLRTDU1fETU/wXVtbi7a2Npw4cUKifQK/UCiES5cuYWxsDPfv35f0Lot2AEj/TbJIGxsb2NnZgcfjEQZjc3MTmUwG58+fx9jYGJLJZFlTWbLDBExsK0HmkpIEMimsXuzp6cHQ0BCWl5dx9+5dbG1twefzYWZmBrFYDKlUShrbskHwgwcPYBgGzp8/j1wuJ06bjCFBnM1mw8mTJxGPx5FMJgWE0NAvLy8DOGwf1NDQIKllNqjP5XJoaWmRoq9gMIiqqio0NjbKWdpsC8W1vLq6iu3tbcRiMQSDQZw4cQJVVVWS5mcGgI5gbW0NxWJRQI/T6URjY2NZunl6eloKMTY2NjA5OSn7kyzMhQsXpMpyaWkJ9fX1sNvtSKVS0ouSR/gxOEgkElKtbxgGJiYmpOiBLA4LaviOdSsarS2l/IFzwgCDTMjOzg5mZ2elip8g9sqVK1hcXITX6xVWpFgswuVyyf7M5/OIRCI4duwYotEo3n33XTx69KhMzqHZJb/fj+eeew6vv/66yFqYvuVnuFdpYxjAkFmzWq1lJwox4OAzpdNpmStd9HFwcIDW1lb81m/9Fq5evYrq6mr09vZiaWkJ3/3ud9He3o7+/n5cv35dWsrEYjHYbDacOnVKmi5vb29jc3MTq6urIgGhFpe6M8pnCJpee+01vPnmm3Kk5+bmJqxWqwDDfD4v7JbL5ZIehXa7Hdvb2+IvOjo6sLq6isXFxbKiMM3Qrq6uwuPxYH9/H4lEArFYDDs7O1heXhZ2MJlMwufzIZvNij2w2+24ePEiAoEAbt26JUCQwLWzs1Psvdbv8WCD3d1dxGIxfOlLX8JXv/pVxONxuFwuTE9Piw42k8mITs/pdKK+vh5er1eyA+w+MD8/D4/HA7vdjs7OTmSzWUxNTQnjvr29jUgkgp6eHnzhC1/A3/3d32FpaUnkEQz2WEVO9p5BktPpFAaf8g36XfpqXaDFLh11dXW4ePEitre3MT4+LjIBv9+PpqYmCbi7u7ths9lEa0qyaG9vD2tra6JN7ezsRGdnJ0qlEvx+PxoaGqQzwrOOpwGIXwewBeB//ejv/wbAnwP4L5/5Lv4VDZ/PJ/osRlgAxMgTwKVSKXHOExMT6OnpQSqVQqFQkKKWUCiEM2fOYGZmRqjo2tpanDp1Cvfv34fJZML09DSmpqaEdk4kEigWi5K2dDqdQsW3trYiEolgZmYGNTU1wnCyUiwcDosIeXd3V6pnT58+jbffflsq/6xWKzweDyYnJ2XTEmxks1mppGQKz+v1SvVkdXU1Ll26hEAggOnpaVy/fh0Wi0WiNF1wwcg3n8/j7t27Is5nNMWo9/r169jZ2UE6nZaChnw+j0QigVKpBJ/PJ2nHUCgkBtfj8SCTyeDSpUtYWFjA9PQ0bDYbLl68iAcPHmBqagqxWAxvv/22sAzUghJ4UI/EFgnAoQPq6+tDKpXCq6++ipmZGaytrcn9nD17VlLNZHrPnz+P5uZmOVOZmhbecyqVQm9vL/L5PNxuN5aXl+F2uxEKhZBMJhEIBBAKhTAwMIBvfvObmJubQ319PT772c8il8vh/v37mJiYEJ3T3t4e5ubmpNLb6/Vifn4efr8f4XAYjx8/FnaZRp7VrTTQhUIBjx49kmq/YDAozAe1Y4ya9/b2hB1gP0yeq0rdYy6XQzgcFt3N9PQ08vnD0zqo66NGjKwynXN3dzfi8TgaGxvx4osv4itf+Qrm5+fFcZF1odi/8nQWk+mw/dPw8LCw27lcDt/4xjdQW1uL2dlZbGxsyEkYLISy2+04ceIEJicnMTY2JhWSJtPh2d/hcBg7OzsIhUKoqqrCysoKHA4HXnrpJaytreHx48c4ODhAf38/Hj16JAUmDKCamppEhhGJRFAqlYSxa2xsRFdXFz744APJNuiKXGpSGWCdPn0a586dw5//+Z/jww8/RE1NDc6fP4933nkHCwsLomOLx+MolUqor69HJBJBTc3hsV7j4+Mi3s/nD1snBYNB2O12nDx5Eg8ePBBW8fjx4xgfH0c2m0V/f78EGTabTbR7hUIBbW1teP7553H9+nW4XC6cOHFCdIt0xvX19dKHNRgMwufzSfaAASRtGhumU8NN55xMJnHt2jUBAk6nU95rOp0WCcjm5iY6OjrQ1dWFb3/72wiHwzh16hQsFgtaW1sxMDCArq4u3Lt3D9lsVvYiA8lYLAYAIikiQ8eefNSN5XI5KSSiXv1b3/oWstksPvOZzwAArl69CqfTid7eXjktKZ1OY319HadOnUKxWEQgEIDP58P9+/eFMY1Go8Kmk3lllkIXEOqK5eHhYdHEOp1OWCwW8WFaC2sYBjY2NnDmzBmMjIxIeyiHwyH6ZmqBKX9gFa7b7cajR4+QyWQwNzcnYJ8BCf/MnxPkc82xkKajo0P02CQdWlpaMDIyAr/fj2g0CrPZjLGxMXR3dyMWi2FychJtbW2Yn59HX18fZmZmRCe9v79fdoLSwcGB2Oyqqio0Nzfj4OAAgUBAMlMLCwtYXFzE0NAQFhYWJL1OOcUbb7yBgYEBtLW1IRKJwO12o7e3F16vF7OzszCbzTh27BhmZmZw4cIF7O3tYWVlBdXV1YhGo6ipqRG2cmhoCDabDd///vdRVVWFSCSCjY0NnD179pnxytMAxK6KIpV/+EWRytMPs9mMy5cvw2QyYWBgAHfv3gUAETf39/cjlUohnU7LmcmM5mKxGA4ODvDw4UMpXqmvrxd2p6OjA9vb22htbcXi4iKWl5cxPDwsxpPgkhoRn8+HxsZG0Sn6/X6JrJqbm5HNHh7BNzAwIGJmRnAOhwNnzpwRLRZ1b93d3fibv/kbmM1mad1x7949AbfFYlH0gnTOXV1d6OzsxHvvvYfNzU3Y7Xa43W5hNg3jqHs/04LUpZhMJkmXtbW1oaenBx6PB2+++aYYup2dHQELDQ0NuHjxIvb29nD16lVxKnV1dcJq+v1+YVcymYykIKampuDz+aS9CbVhZD9PnTqFGzduwOl04ty5c+jr68Pc3BxmZ2fFMR0/frzsbN/x8XFUV1fj+PHjWFpawtjYGFpbW/Hhhx8ikUgIgN7Y2EBfX584vBMnTpQ1eX311Vexu7uLr33tayKcbmxsxNmzZzE8PIzGxkasrKyIU19YWIDH40FbWxtsNpuA5y9/+cu4c+eO6FZff/111NTUoK2tTZhHtuG5fPky/vZv/xYA5Fi3qqrD46iam5vR2tqKBw8ewG63w2q1oqmpScA+Kz1LpRK2t7fR0tICp9MJt9uNsbExVFVV4fnnn0cymcQ777wDl8sFADhz5gzS6TTq6uokDUgNI4EKDSQAKawgAOQ9EECyQ0CxWMTi4iK6u7ulhYthGNL3jPPc2dkputru7m4sLS0hk8mUnXvs8XiQz+fR09MDk8mEL37xi7hx4wYODg4kxcs52dnZgc1mE5Bz9uxZOJ1OvPDCC8hkMpIqb2xsRCaTQXt7uzQlrqurw5e//GX85V/+JU6fPo3Tp09jc3MTr7/+ujhxAFLR6ff70dzcjPn5eezs7MDr9YrWkym827dvi+Ywl8thYWFBAlJWhJLF9fv9oqfu7OzE0tIS4vE4otEoDg4O0NbWhrW1NdTU1GBgYEDa77DCta6uDl1dXTh9+jRu3ryJqakpNDc3S5HQ2toalpaW8LWvfQ0bGxuIx+Po6+vD1tYWRkdHpQqe1aWNjY2wWCyYm5uT9Cj3Gpkygp6mpiYcHBzA5/PJmuY6JBPZ19eH27dvi9aOqUumzVOplFRkA4cFiUtLS5iamsLk5KQwZ2Ss0+k03G432traJAihLWPhkc/nw+DgoAT2BF1+v1+apm9ubkrKf2xsTJiuzc1NtHzURo2tbOx2OxobG7G/v4+VlRUp5CID9tJLL6Gurg4ffvghZmdnRfNnNpsRCARgtVoRjUalhy+LkliUQgaT3SE47xMTE1L0w2tmMhmsrKwAKK9Wj0QiuHz5MhKJBGZmZlAoFPCDH/xAimWy2ayA2u3tbSmIXFlZkYIZi8WCvr4+3L9/H6FQCJubmxgfH0dXVxcuXryI2tpaDA8Po6mpCT6fD2fPnkUmk0EsFkNrayvGx8fR1NQEk8kkGQBqpE0mE4aGhmAYBq5du4aqqiqpvG5tbYXP58Pc3FyZbnJrawvhcBjPPfccPvzwQ9y5cwfxeBxzc3MCqJnujsfjsFgsspbi8TgcDgecTqcEpmfOnMGf/dmfSXDW398v9Qw3btzA0NAQ7HY7mpqapPNFc3PzM+OVpwGIdw3DOFcqld776AWfxWHa+RfjKUd7eztmZmbQ0NAgALFQKCAajcJqteLixYuSfmGbllQqhWQyKYDQ4XDAYrEIoGLlVqlUwvr6OnZ3d9HQ0ID6+npMT09LxaDX6xWBfCgUwvPPP4+5uTkRHs/MzCCdTqO7u1sqPnW7B/YM1K133n//fayvr2NwcFDSeTROxWIRDQ0NePnll3Hjxg2JrG02G06fPo2NjQ309PRIan1ubg4XL15ET08P4vE4RkdHUSgUcObMGdhsNgFItbW1mJ6ehtPpxKlTp7C5uYnu7m709vaip6cH165dAwD82q/9Gu7cuQOXy4W9vT2Ew2G8/PLLSKfTMsdutxtmsxnf//73UVNTg+bmZszNzeH+/fuSfmX6zGw2Y3x8XITxGxsbItL+9Kc/LQUx09PTePz4MVKpFGKxGE6cOIF8Po/BwUGJXNva2gBA+lSygpnvnW012tra4Pf78dJLL+Hdd99Fc3Mzzp07hw8++ADf//73cfv2bezu7iIej4tgvrGxUdIfdrtdUjTb29vo6+vDnTt34Pf7EYlEYDabEYlEhJUxDAPDw8PCZoTDYRFvk4VOJBL4h3/4B+zv7+PYsWNwOp0S+TJ93dXVJZqauro6vPbaa5JSfeuttxCNRpHPH55te+HCBVlri4uL2NrawtLSEqLRKF544QX86q/+Kr7zne9I8cv6+jru3LkjzjEYDOKFF17AO++8I6xFNBrFr/zKr+DatWvSUiaVSuGb3/xmWfqHFe0MohobG6VH2tmzZ1FfX192RBkBcjgcxt7eHm7fvi0tf9h7jYHVo0ePZG9ub28jEAigs7MTJ0+eBABcu3ZNmGAAuHDhAkZGRvD222+Lrraurg5nz56V/U1wQ6CUTCbh8XgwOzuLaDSKpqYmAJCUWjabRTAYRCgUwtDQEILBoLQHSiQSmJubg81mw/j4OJaXl0X4z4IagpetrS3Rffb395fpx0wmE0KhEDo6OoQZZPPqXC6H+fl5tLS04MSJE7h+/Tpu374tKfHJyUnR1V66dEl0ucViEefOnUMul0MikcDi4qJ8HwCRGRSLRdGZra6uwmaz4ROf+AQmJiZQXV2NdDoNv9+Ps2fPilSkp6cHxWIRu7u7olvz+Xy4ePEibt++jWKxiEuXLuH9998vk1ns7e1hdnYW3/rWt7C4uIjGxkbYbDasr68jFovhnXfeEftMDSKr9jmHTIdOTk5ib29PpCqRSARXrlzBuXPnsLa2hhs3buDOnTswDAOXLl1CR0cH7t27J0UPZvPhMYKLi4tSVNLf3y8p2ELh8CQm7vOdnR00NTWJ9pz6UrYIS6VSsFqtuHTpEgqFgjBY1GQyyOVckOHf3d2VThg8AnBkZAQul0vAKQDRXbe3t2N0dFQY92PHjqGvrw82m02yZdS7sniMQYvL5UI0GkUkEkF3dzcuX76Md999F8lkUhje+fl5bG5uYsNsSYEAACAASURBVG1tDV1dXfjUpz6Fb33rW2hvb8fzzz+PQqGAN998U/qxptNpYeF3d3eRSCTgcrmEPQ+FQvjUpz4l4C2RSMDpdKKzsxNDQ0Pyfl0ul1QYT05OorGxUfz7/v6+6Kej0Si2t7cxOzsrayQajUpmj8/Y19eH2dlZaYr9G7/xGxgdHRX2nlp/ZkBIrDD1rLuY/GPH0wDEswC+bBjG/Ed/jwJ4bBjGMIBSqVTqf+a7+Vcy2Edsc3MTV65cwezsLFZWVkTMzpTB5cuXcfLkSVRXV2NpaQlvvPFGWZVkPp/H+Pi4MDFjY2MAIMBkf38fJ0+exPLyMhYWFoR5oJ6Gfbbm5+dx4cIFvPbaa3j48CG8Xi+amprwox/9COl0Gu3t7Th16pQ4AjqKra0tJBIJ7O3toaWlBV1dXQiHw/i93/s93L9/Hy6XC/F4HK+99pp0n+eZxa2trfD7/Th37py0BGDbCuoiV1dX8du//dtSyctWFC0tLbh9+7b0k7Lb7YhEIshms1hYWMDOzg6CwSCSySSSyaToz2prayXFQ+NFvRf7mJnNZolAPR4P6urqEAgEsL29DavVihMnTsBms+HTn/40RkdHsbu7i7fffltSntXV1Th9+jRcLhcePXoEq9WKV199FRcuXMAbb7yBvb092Gw2eDweLCwsoL6+Hp/5zGewvr6OH/7wh5J2f/HFF2EYBgYGBqQvFxnL3t5euFwuRCIRBINBaXmxvb0tPR0HBwexvLyMeDwuomWbzYbR0VF4vV6cPXsWn/3sZ0XzyNYjd+/eFQPb3NyMUCgEwzDQ1dUl7Ro+//nPY2FhAffv30exWMQLL7wAl8uFb3zjG1haWpI0VUtLC/x+Px4+fIiDg8Nzd1OplIDy06dPY2trC/fv35cGsuyHRmO/tbWFY8eOobe3F2+99RYeP36MwcFBtLW1Sb9OVoxns1lJqZpMJly4cAFdXV0YHR0V/Wt7e7s0IV9cXAQA9Pb2wuPxIJfLoaenB88//zzefPNNtLW14cyZM2hra0Nvby+Aw0Kbe/fuIRgMYnV1FZOTk9jd3UUoFAIAvPDCC5ImI+hfWlqSaD+dTmNnZweXL1/G+vp6mV6IGsPNzU2kUikEg0G0t7djYWEBN2/elN8leLPZbJj9qP8cg5B0Oo2Ojg6Ew2Ekk0ncvXtXWLHt7W3R6DY1NYm+NRAIwGw2S2GQz+eDxWLB+vo6BgYGEAwGpRjg8ePHiEajuHTpEubn5yX70NPTA6/Xi0gkgj/4gz/A8vIyenp6kEgkpBfe/Pw8CoUCZmZmMDU1Jd0burq6pMceOyucOXMGo6OjWFxcxKNHj7C5uQm3242GhgaRrsRiMXR3d8tpKQT1LNxLpVIibTh79iyGhobw93//93IqDG0h23sxZenz+cSB19TUSMBLzW2hcHT+PLM5LBrY39/Hpz/9aVy4cAFbW1uYn5/HrVu3JAvA9lsEubRfL7zwAjweD06dOiVr+3d+53fwjW98AxMTE6JzJFBqa2vDyMiINE5m14JLly7h7t27SCQS6OjokNRrPB7H6uqqgNOXX34Z77zzjjByn/vc59Dc3IxcLodXXnkF169fRywWk3Sm7i6xvLyMfD6PkydPIpFIoKGhQeRBvb29ePDggVRpx2IxfPOb3xSf1dHRgaGhIXzwwQcCKNm2iICNQSV10CsrK1K0Q10ne8aaTCYEAgHMzMzgxo0bosOLxWLI5XJS8Dg9PS2n7yQSCSwsLMDtduOVV14RqYzf74dhGLh79y46OjokLW2329Ha2oqZmRkMDAxIH0juE6Z1c7kcQqGQ9J+1Wq2YmZkRVjKTycDtdiMYDOLcuXOoqqoSwufixYtYXV3Fw4cPReIwNzeHYDCI1tZWuN1u1NfXy2EZgUAAdrsdZ8+excjICBYXF7GzsyP2PxAI/NyrmD/1zFf7xQAAEasyRXHs2DHpVUV63ul0orW1FadPnwYADA4Ooru7G48ePUIgEMDU1BQCgYBUb1IDwj5hsVhM0r+MPr/3ve/J0VvvvPMOfD4fvF4vGhsbUVVVhYcPH8LlcuHkyZOSSqBuhcApEolgb28P8XgcJpNJUpVDQ0PCtgDAlStXMDc3h2KxKA7A4/HA5/NhamoKyWRSTpBhNXJdXZ1Q6n6/H9lsFm1tbTCbzdja2oLVasXLL78MAFJ1TSH+4OAgqqqqMDg4iOHhYfT394umki0BJiYmZO4Nw8Dx48cF2LHqkr0ke3t7hV2LxWLw+/0oFov4whe+gPX1dTQ1NaFQKGBqakpObXj//fcRj8elRyEdR09Pj1QckuXL5/OYm5tDY2NjWTsHpv0ymYw0QWWabGpqCmazWRii7u5uvPrqqxgeHhbgPjo6ikAggJaWFimm6enpQX19Perr6/H48WOYTCa89NJLuHz5Mh48eIBEIoHjx48jEAhgcXERNTU1eO655/Drv/7reOONN/Dee+9heHhYmIrbt2+jv78f/f39OHnyJOrr66UVDIsbGhoaMDQ0JA6SYms60enpaQwMDEgLh9raWkxOTkpjZkoIHj58iEQigfb2dgDAvXv3MDMzA7/fL6lvFmM1NDQgkUhgdHQUDQ0N6OjoAAB88pOfxMTEBILBIH75l39ZnNL777+PBw8eSMPkGzduoK2tTUBAT08PgEP5Bwd1pOFwGCdPnsQPf/hDNDc3w+fz4fbt22htbcXs7KxovIrFIm7evCmnQbA4gdKPM2fOSDASjUbxiU98QtK7x48fRywWw5/8yZ9gamoKa2trmJmZKdNIhkIhtLe34/z582hvb8f169fR3t6OF198EdevX4fZbMbq6iocDgdGRkYQj8fR3NwMh8MhpxFRM1lbWyvrz2w2Y2NjA5ubmxgaGkJvb68EomRAr1+/LnITasNOnDiBYDAoWtiHDx9K645YLIZjx44hEokI+0wZCvW+V69exerqKoaGhkS2Qu1xY2MjstksAoEATp48iZMnT6K1tRXDw8Nwu90YHR0Vlmt0dFROIKKdePDggWi4VlZWcP78eWFT33zzTWQyGYyMjMjPrl+/juPHj0tDdGqwd3d3cerUKRQKBYyOjkqfyXv37mFhYQEjIyOIRCLwer0SQHd1dWFnZwddXV24fPkyrl27BqvVisnJSbS3t6Ozs1OOkwuHw3j06BGGh4cxNjaGeDwu+4t6t1AohN///d/H+Pg4UqkU4vE4rl27JgVQt27dQqFQwPHjx+FyubCzs4NIJCLdILSO8FOf+pS0JZqfnxfpCm3z3NwcDg4OpABnf38fS0tLEgQeP34cOzs7sFqtGBwclCzA4OAgrly5gtdffx37+/tie2/fvo18Po/W1lacPHkSVqsVy8vL0jy+WCziypUrGBsbk6behmHIfXd2dmJ7exvpdBovvfQSLl68iMXFRaytrcHv96OxsRFNTU1YWFjAD3/4Q9y6dQvFYhH19fUYGxuTgNvj8Yg8yOv1wmq1ouWjI/e6u7sF8LHVUjgcRigUkkxCZ2cnQqGQZL1INCwvLyOZTCISiUhfS2bSvvSlL2FoaEjkHno4HA5MT0+L3pDV8GazGSMjI9ja2sLc3By8Xi+qqqqkTZLVapXejsFgUJ6VRYrPMn5mgFgqleae+Wq/GAAgaRtuClbaESCyrQyBAAf7B5Jq5zmYPT096O3txdWrV+H3+3HixAnMzs4KG5HJZNDV1YW7d+9KE9n5+XlsbW3h1q1bMAwD586dw8mTJ+FwOPDWW29J6o7NPjs6OtDQ0CC9n0KhEPr6+rC2tobTp09LYQoHdT/U4bDQYmdnBy0tLSJMzmazAhB4SLrP55NGw7W1tbhy5QpGRkawuroKl8sl7T2CwaCAW/5+NBqVdiG9vb2izywWi5ibmysr/e/p6UFrayu+/vWvC3Pb09ODy5cv/9g7y+fzSKfTyOfzuH//PtbW1vCJT3wCDocDk5OTqK+vl8o3p9MpjuHixYtoaGgAcAjyOzs7YTKZ8Nd//dcA/v/2zj047uu679+zwOJBLLAAFsAC2MWTCyzeAAkBpPgWKNGiXpFn7InltFU0ytgTZybStJk27XTq1NO042lce9y0Se3UE6Vx7aSuUmccWyJlURZFhKRF8AEQBAEKJPHmLl4CuCQBkLj9Y/cc/RYvggBIEOT5zHCw+9vl7t29v72/c8/jez7rIDM9PS2dJxITE6W9X0pKCpqbmyXBvbi4WMI8AFBaWorc3FwYY3DkyBHk5uYiNzcXdrsdzz//vCS4X758WXLv+vr6UFlZKfpygUBAeof29fXB6XRKJfT+/ftRWFgo73f16lW0trbi0KFDIrvU3t4uSfiseRgTE4OTJ0+K9Ijf78eOHTukMKKlpQUfffQRpqamcPnyZfj9fvHscGrCV7/6VXz/+9/H1atX8ctf/lLyzTj/kZ/L51tBQYGE3jZv3iyelr6+PunakZWVJefEvn374Pf7Rbbpxz/+sXiaPR6PFJBYDUQ2FtiLwDpmrJPGXgaWlGIxfM4vGxkZEU9pcXEx6uvr0draimAwKAv+6Ogobt68KV7L119/XUK5b731Fj799FPU1dVJuJC9yZyvarfbo4qBZmZm5GLE8jBcSHTgwAH09vZKdTnLLPX39+PatWsS0uVK6LS0NCQmJkplPreq43AmG0yczM+fFQDq6uqwf/9+jI6OIikpCaWlpXj//fcRCAREhoi/g71790qhSEpKCoLBoOQPsrwOb+r4Atrd3Y3U1FRs375d2qHNzs7C5/OhqKgIU1NTcLlc8Pl8Usjj8XgQCoWQmpoqUjEvv/wy3nvvPYyOjqKurg41NTX44IMPUFNTA4fDgYsXL6K6uhrt7e24cOGCVORyruH777+P6upq7Nq1S9pN8nO8Xq8URTidTtFq5YI/1lDl6vyEhAS4XC7s2LEDeXl5mJ2dlTDz9PS0RFSGhobQ09Mjyg8pKSly3rJ3idePy5cvo6OjA6Ojo8jNzUUwGITb7ZaUIdbFtWqCxsfHSyUud+PZtWsXKisr0dvbi+HhYdy+fVs2dENDQxK25sKL27dvo7+/X7QQd+/eLYbgwMCASBIZY1BbW4vPf/7z+PnPfy6bi7GxMbhcLjQ0NKC+vh7x8fHIzc0Vrycb5rwRcTqdOHz4sDQtKCoqwubNm6WQjmW5nE6nVGyzscgRr7S0NKSlpYkMlt1ux8DAAFJSUkTLkdvhcXoNh6tv3ryJtrY2UUt47rnn8Nprr8nvYS6casRKGbzO9/T0iDyTVTN0x44dyMzMRFtbG4qKitDT04Py8nK0tbWJbuRquRcPorKGuN1udHd3i7QCe85YH4sTzK2wHIXH4xGR0YyMDDidTng8Hmnt19DQgNnZWdHAAiCyHA6HA62trSICa7fbpfCCCwE4jzE2NlbCDF6vN0ozjnsOz8yE29zV1MzPMODEcNZa8/v9spgnJCRIKG90dBQApAqtubkZly9fBgAxArhCDAjnc3BPWK4uu3Hjhiy4eXl5khzPcEslq4HIsgzp6ekYHByUsN1CsN4ih7UHBgakDzXn24VCIYyNjaG9vR09PT3z3o9DBxyKto5vYmJCqtunpqZEsgYA2tvbUV5ejm3btsHlckWNi7W/gLCEEhA+tzinCQiH0x0OB/r7+1FRUSHSM7zZYEmNJ554AjMzMwiFQlG5g2yoAGGj2+Px4Ny5c5IXCoQN8NOnT+PUqVNITk7G7t27UV1dDQAS/rW2guJQDbel44Iolq24ffu2aPfxRW9wcFBaGM7MzKCvrw/5+fnYtm0bxsbG0NzcjNu3b0uCN1fed3d3o7i4WHJzrd87G+/s7fZ6vdi6datUDM81EIlIPFAzMzPIzs6W383BgwdFLuTQoUNS2coVyhwSZHkM9sBfunQJt27dkopgzmnjqk+WugHCm5rJyUl88YtflLCdle3bt8ttloXav38/xsbGkJSUJJuf/v5+tLS0oKmpCe+++y4uXLiA4uJibNq0CSUlJdLHnD3WnBfKxQkAxEMSDAalaIPFqzn/kdvshUIhXLlyBT/84Q+lSCYUCqGiokJC8IWFhXJucEg1EAjA5XJhfHwcOTk5iImJkbZo3IatqqpKohxbt27Fli1b8Itf/AIej0dUCrh4oqysDAUFBbh27RpGRkaQnp6OxsZGKZCorKzEa6+9hszMTLz11luiCXnhwgV0d3dHdbbhKvKCggLpu9zV1YWzZ8+KGDivtWfOnMH4+Lj8Bvx+PzZt2oTs7GzZ+LKn9MaNG8jOzpbUi9zcXNTW1kqFfUpKilw3GJvNBp/PJx2DOPUiIyMD586dw+zsLA4cOICUlBSEQiHxLHK7yampKQwMDKCvrw+nT59Gb2+vnO9EhKKiInEAJCcnw+v1oqGhAZmZmRgZGUF+fr543Ddt2oR33nkHs7OzaGlpkd93IBCA3W5HY2OjhL5zcnJw5coVXL9+HXa7XQq80tLSpDDK5XLB7/dH9dXmECsAEWOvrq5GaWmpbFxKSkrwyiuvSDoMS77xhjAQCIj+IBdQscYwfy/GGPT29qK5uRkZGRmiO8mKEpwT7fP50NbWBr/fj5ycHGzbtg23bt3C8ePHxeOflJS0qHHIPPnkk9J+FkBUNy4A2Lp1qxjpAMQoT0xMxMGDB2WDy+v3alEDcZ2orKxEaWmp3Gc5jaXcwpw7WFxcjLa2NgwMDCAYDEquHO9CWWqDu2Hk5+fD5XJJsQiHfTg3p6urK+oi2NjYKPlsrCPFVa3sEbxx44bIsnDYbS68u7d6vNiY4Yo8ztUBwhe0d999V7w3AOQv/z8grOtXXFyMmpoa/PrXv0YoFMKWLVvkQl1RUSHCtgznbrGum5WMjAwAnxmMC8GyLSwuXFVVJblP3KrKbrcjGAwiNzcXe/bswZWIOv5cAoEAPB6PVCWzp3fz5s2YnZ2Fx+MR7ym3lmtoaEBWVtaCY7N+jqGhIYyNjcln4u8uOTkZgUAAN2/exN69e+Ux7uAwOzuLgoIC5OXl4d13311w3ExtbS0qKytlw8JweDUxMRHbt2+X86K3t1e838yOHTtEs6+kpEQuvhxavnHjhnQCeu211+BwOHD+/HmRsXG5XCJZsW3bNkxMTIgkDHunrl+/jgsXLsBut6O8vBxHjx6VjgNz4VzVoqIiqYD2+/1wu93zfpNVVVWoqqqa9xqchwZAxK9ZJN3v90tRVEFBgUiasOxNbGysFC1x1THnl1lJSkpCfn7+gsYhj4Hh/8sed9ZeBCBFVpwPOz09jVAoJL9FDrfl5ORg+/bt6OzsRGdnJ9LS0hAXF4fJyUnU1tbiwIEDOHHihOQ73rp1Czk5OZicnERPTw+ICFVVVaiurpbj6enpICLRnAsGgwgEAqirq5NivJGREQwMDODatWsoLi4WT2VhYaF4k5588klkZGSgvr4eL774Is6dO4ehoSG43W4MDw8jJSVFvIXnz5/H2NgYXnrpJSQkJKC/v1+6v3g8HjQ2Nspme2RkBJs3bxaPNYfz2LPFBW/WECkLN3/pS19Cc3Mz3n77balszcrKgtPpRFFREd58801s3rwZH3zwgXRsam5uRkFBAbq7u3H9+nX09/cjOTlZQrzZ2dmybrGW6kKwN3t0dBTvvPOObDbZw1VXV4fW1la43W6RNbtz5w4GBwcxMTEhOXusRcvi3i6XS6qVc3JyRC+Ti65YRis/P1/OncnJSfh8PunGlJmZKWlEX/va19DZ2Yni4mL4/X4cP35c8vaSk5Nl3NzD2e12IzU1FZ2dnaKDy3qzAESg3uPxYMeOHfO+l7y8POTk5Mh6xYoHrNfKOpp5eXlSeJWYmAiPxyO5nSyVxZ/d6/UiOzsbe/fuxfHjx3Hu3DncuHED27ZtQ39/P3w+n6ytdrsdx44di7qGLQbr5y4GOwEYbm/KxYULPWc1qIG4jix1IiwES10UFRWJDA4ACVuwQj3nE8XGxkpxBSek22w2kbbJy8tDZWUlioqKogwnzp/iC1ZxcbFI5/T398vu6vr16xIGXYicnBzpYMCwkDZ7t1hqhGHxbX5vhn9c3MuY3zMxMREjIyPwer04e/aseFatcPhvMeOPK8JYj2whuCpsfHwcTqczKvzPbaja29vl9VhPEYBI8wDhHd/IyIh4lnp6evDee+8BCBtYwWBQxGWBsPHp8XjE+F0K3jWyhMtcWOjYChs/bOxaK+KWYq5xCECEpjkfhg1EvpBYSUtLQ21tLbxeL4qKinDs2DFMTEygrKwMPp8PR44cQTAYBADZ3OTl5UlXIZbpsNlsOHHihOSD8sUwNTVVxMzLysrkfOHPaYX7fFdXV8tFkgtM7maULwZ3mOEwVjAYRE9PD9xuN1599VVMT0+jo6MDO3bskIKFLVu2APgsz/HMmTOorKyUwgkODy+0yVkINhC5zdr09DQ++eQTCf1xzi+vA1VVVaioqJD/z8oFLN1jFQr+9NNP4XQ6xfM8NjYm8h8VFRXweDz46KOP0NHRgZ07d0pBFUsFhUIh0YnjXMU33ngDzc3NCIVCOH36NEZGRhAfHw+3243MzExRJuBcYafTKWoEQLgfOncXssqQsAYjF8hxwUBlZaWsM+Xl5fB6vVIYw3nQHDF48cUXYbfb8eyzz0pBG6cHceV8aWmpiLw3NTWhv78ffX19ktf80ksvSZEc542XlJSgrKxMhM1ZtotbiKakpMDr9S5L9JjTN55//nn87Gc/Q1xcHAoLC2Gz2STCBISvFxy1YWMaAD73uc9JNS5LyGRnZ6OkpETWSDaeWEie+xZbIxvp6elITEzElStXAEC6jXAXlZ/+9KeSxxcIBNDf34/R0VER9yYifOtb3xLFgMLCQhEN54pozuP+5JNPEAgEEAqFJC1nIeauV5s2bRLty8HBQZw5c0ZyiVk3My8vD9XV1dLWsqSkRGTi+DfK+rrskCgrK8PQ0BDGx8fh9XrR2NiIqakpNDc3L8tAXAnWPuxrjRqIGwibzSaJ908//fS8x7lSkWVguL0QSyBY+/w6HA45qeZ6SDinKCcnRwpFeIH58MMPcfPmTWRkZEg/5sWMCafTOa/U3m63Y9++fYt+xsVOdmuXFdam4+Pc85Xz5+YarP39/ZLXuRBlZWX48pe/LFIdC8EGHnv6rJSUlIgkAxdYcMUaL6BseHK1dlZWFtLT01FXVydaZ5wMzaF0hnuM3g2Hw4GGhgZMT08vWMHGlapzPxeH7VijkF/rXnnmmWek4IeFllNTU8UzMJe8vDzZKLAHhXOniEi+Bx5LTEwMfD4fNm/eDGMMdu/eLeOdnJyUav0tW7bA5XJJwU1RUZGIa3NvcStXrlzBnTt38PLLL0f1Fl4NaWlpCAQCsmnjXCU2tFjclwtCZmZm5L2dTifq6upw7tw5/OpXvwIQ3hxWV1dLntxy8Hq90hedjcX29nbRa2NPQ0FBAWw227xNmXVdYK8ri4ZPTEyIl5pD4JOTk9LHGQB27twplcCbNm3C1atX0dLSAq/XK2kprLHIG6B9+/bJnKakpGBiYkKqzvv7+wEgqj9tMBiUjRnn4bG0U0VFBfbv3w+bzSaFgN3d3dJJad++fXJeZmRkICMjAxMTE+jr68Pw8LBsSKqqqkS3zhiD/v5+kS+x2Wyor6+XQpzOzk6UlZWJN+306dNob29HX19fVKSF13HgM0OeZUpYWsvtdqOmpga7du1a1nyz585ms6GpqQk2mw3PPPMMPvroI1mLgHAEgCW7AoEAhoeHZQ65sObq1atScf30009jeHgYaWlp0k6QewKzAW2NWNhsNuzevVs2Y9nZ2Whvb5e2mpWVlZKHbrPZxGtrs9lEmoqlc9gbd+vWLengxe/R3t6Oy5cvyzXtXjxn1dXVkjO9efNmnDlzBkNDQ5KnPTExgerqahQUFKC/vx/BYBAzMzNSPMp5n6xLyH2h2cDm78XtdqO3t1eKQe8HaiAqyyInJ0dyqjjJlSUZZmZmkJWVJTmJnIvCcFEIAPHccH4IXyi4Xyorw/NOmuV15sIagfcCy08sRHJysrRP44Xd2gpsdnYWpaWl87w+3PN4qfBxWVnZkuOy7kDnevP44sJ5m9PT0xLeZ+kSNhA5SZvDbGwgMZwkvVKWkjawSsjwQstFQlxZC2BJr/BSsFgtFyedOHFC3uduBmd6ejq6u7slp5SrtwHM8+pyXlRqaqpcdPnc7+7uRkFBgSS8+3w+mTuupDbGYGJiAu3t7bKp4jDWWsEGVXZ2NjIyMsSLPDs7i9bWVvEMA5AQl/Ucy8vLQ2ZmJoaGhnDx4kVMTk6K92S5BmJcXJycX9ZQ9b59+6Jeg/vNLkVCQoIk4rMnZ+7vwOfzISUlBcYYnD17VvrQcp9jl8uFiYkJ1NfXw+Px4ObNmzh16pRopk5OToo2JY8fCJ8b169fF/F+FrMvLS2NMmrZcGNDpKioSL5Th8OByspKkW1abMPl8/kkj3Tnzp0oKysTEX1O0QgEAqKX2tXVJRXWnHecnZ0t5x+3PbTmkS6Gw+HAxMQE9u/fL/qQ4+Pjy/ZiJyUlYWhoCEePHkV8fLykdbARxu0gk5KS5PdorYYHgIaGBszMzKC9vR3d3d2w2WzS8o0LlxwOB+rq6tDZ2YmRkRF4PJ55n836eTMzM9HQ0ACXy4UTJ06gpqZG8hV5g8DSTXFxcSL9wj3Y2Vvd2NiIlpYWyZ8dGBhAYURgnz2ty4UFy0dHR+XzDQ4OimB9TEyMGP5cmHLy5Els2rQJGRkZIpbOBSn19fVyrqWlpUmnFQ6dsyTT/YBbst4P1EB8RElISBDhYc6Ly8rKkotucnKyhKhnZ2dFdoLhAhXum8qUl5fDGCPi2jExMZLQvBD38qMFwic7CzTPJTc3V8KIbHjyhY5lFxYyrrjn70rDhUDYCMzMzAQRLZoAzIsiG0UsG8O5NKFQCAMDA/D5fIuGQu4n/J1xYjYAEbres2ePPM+aS3evcKVlfn6+tOZij8NSuN1ulJeXy/PKy8txZymhBAAAEEZJREFU4sQJAFj2d5WcnIza2s+aPT311FNRF67c3FycO3cOLS0tGBkZARDeKLlcrjVfvNnYnJmZkdAUd2To7e2VlmcA5uVnMgkJCSgsLMTNmzclfxGAzN29YDUQl2tgziUtLU3SV4BorxEAqQoGwt48zp11uVxob29HQUEB0tPTUVJSgvj4eDidTlRUVGBqagodHR1oaWmJ8nCzd4Y9iUxcXJwYeFajmqvn2ZhdyCCbO+a5JCUlSah/7nEACIVC0qe5rKwsyosWDAaRkJAQ5S3nLiOVlZV31aVzOBwYGhqSDRxXEy/3t2g10EOhELq6uiTv9tKlSyLobz3X0tPT4Xa75VxkI411LRMSEuSz8znNXVOsxWvLobKyEpcvX5bryfT0NE6ePCmfl5UaOHcVCBvbnPsNhPPL79y5g7GxMaSnp8Pv94thvpKUrYGBAXR2dkozAb7+5OXlye8kPT0d1dXV6OjowOTkJBISEuB2u6WLjdPpjDoPWef4+PHjMi5O1bgfxMfHIxgMore3V3qkA/MdGStBDcRHFC5wmJmZwcTEBHw+H3w+Hy5duiS5dqydyHIWfr8/KtzBwtBzcTgcyM7ORk5ODgoKCqRadS3gnqwLwcU2VkOPxzs6OorU1NQFf4QsRLoaHA5HVIXoQnDC/86dOyXkdPr0aZw5cwZnzpwBEDa+5obyHhS8gHJfWgAS6lxtSJXx+/1ym70Ey4GrMBnuILOacc31WnLP8e7ubiQkJODJJ59cUSh9OdjtdjgcDnR0dODKlSvyPlwUYSU/Pz9qYZ8LX/TZqF2Jgcf9wVfTfosLVHhOlvIy5+bmYnBwEAcPHkROTg6OHTuGzs5OSX8BIALfAEQixOl0iiFy/vx5dHZ2ili69XtbyEjmcXE/emsYd7WwkfTpp58iFApFKQSMj49LG9O5RiDnedbU1NzVQODuJiMjI0hKSkIoFFpQzWIx4uLiZEPOUinWFB+HwzEvhSYmJgaNjY3zXis+Pl6MRoZ1Wle60S4oKEBZWRl6enqQm5srygF79uxBQkICPvzwQ2zduhUvvPDCPb0u6//e66aWO411dXVheHgYXV1dol8793sqKCiY99vZunUr2tra5s252+3Gnj17cOfOHZw6dWrBYrO1hAtu+BrDzE2FWgmPnIFIRD8A8AKAgDFmXqkhEf0WgH8VuXsdwO8aYx65ntJsINrtdgmHWKuDOZ+ns7MTgUAADocjqqp6KfhiZ4y5a9hkJePmvqdzF1Rup2T1RrFxs1je3YMkPT0dQ0NDUv0IAPX19ZL7A4QNhJV4gNYCh8MBIkJXV1fU8aKionUZz924Vw/Fcl+zoqJiWUn/q6W2tlZ6eo+Oji4qXzX3QjwXNsQ4J3MlBiILw68Gr9cLv9+PkZGRu6YgcHFDUVGRCM9fu3Zt0RzfhYy5Xbt2SQ/n5VxgWQ5rZmYGFRUVa1oUwDndnOLC3pnU1FTJ2ZuZmZmXMsJ925eTNsLfKXuegKVTRpaCpWnWEiJa1UbbZrOhsLAQHR0dOHz4MKanp5GZmQmn04m9e/dicnJyRUY9VwqvhPr6eoyMjEiEqKmpCR9//HGU9utiWFO6rLB8GBCe/6GhoTXbgC8EO0a2bNkSpdCw0iiQlUfOQATwlwD+FMBfLfL4ZQB7jTFjRHQQwPcQbiP4SMFGiN/vh9frnZdjxBWgnFBeV1e37Ne2GoVrXZnF4z5y5Mi8izi3VrLmD3Ei9uzs7H1z4S+XvLw8eDyeqJDo/UpMXglOp1O0+qysdHHdqDwI4xAIbxhWk0/KcNrC9evXERcXty7pCQAkrHj06NG7eiI5d40pLi6+Z8+5VeNzOcTExNzVy79SWI+S9QetBgAAXLx4EcnJyfNyG1NSUtDU1LSs90hOTkZjY2NUmH0tzp+HCRYsZ485G7FxcXFwu93SPKKsrGzZv9PVGIgsvH/z5k0MDw9LSH2tDDrOVbyfToHs7GwcPHjwvrz2I2cgGmM+JKLCJR5vttw9DuDekuQ2CFYvw0I/nuTkZDz33HMixnsvF01r+HqtPYiZmZkoKCiYZ8QwC0kZcNeWh4GHZRyLsZr8QmV94KKh8fHxNWmftRpSU1PR1NS05r/7jUB6ejomJyfhdDrlgs/t2qanp5cdgVmKxTysjwqxsbELaogCQGFhIdrb23Hp0iW43e5lG8erMRAZPp9bWloArN06zhuI++lBvJ88cgbiPfI6gF8s9iARfQXAV4C7h4EeNhITE8WIWyzP6l4NQysOh0Py19aS+Pj4BbuyKMrjTENDAyYnJ++bltq98DgahwBQU1ODioqKqA3W3WS7lOXj8XiQlZWFQ4cOYWho6J4MxNUaYC6XC01NTQgGg2htbV2z3GTua73SwrD15rE1EInoKYQNxEVFpowx30M4BI0nnnjCLPa8hxHus3rnzp37EkJ0u92iaq8oyv2Fu1oo68t6p7E86tjtdmRkZGBwcPCuKQmxsbGIjY1ds0gWq1B4vd41m+fY2Nj7Wgx3v3ksz3YiqgHwFwAOGmNG1ns894v7GXpdywpBRVEURQHCxR9nz57F4cOHl3yezWbD/v37MT09vaZOkLXeBCynycHDymNnIBJRPoC3AfxTY0zneo9HURRFUZQw3FpwsTx0IFyw2N7ejoGBAdy+ffuxK7R7UDxyBiIR/QjAPgAZRNQH4OsA7ABgjPlzAP8OgAvAf4+ER28bY55Yn9EqiqIoisJwf/C70dfXh97eXhhj1EC8TzxyBqIx5pW7PP47AH7nAQ1HURRFUZQ1JicnR9q8qoF4f3jkDERFURRFUR5t8vLyMDw8DGPMhs7ze5hRA1FRFEVRlA1FYmIiduzYsd7DeKR5uFV9FUVRFEVRlAeOGoiKoiiKoihKFGTMhtJ/XjeIaBLAxfUeh7JiMgAMr/cglBWhc7ex0fnbuOjcbWz8xpgVt1/SHMTlc1HlcDYuRPSxzt/GROduY6Pzt3HRudvYENHHq/n/GmJWFEVRFEVRolADUVEURVEURYlCDcTl8731HoCyKnT+Ni46dxsbnb+Ni87dxmZV86dFKoqiKIqiKEoU6kFUFEVRFEVRolAD8S4Q0bNEdJGILhHRH673eJT5ENEPiChARG2WY+lEdJiIuiJ/0yLHiYi+G5nPc0S0df1GrhBRHhEdIaILRHSeiN6IHNf52wAQUQIRnSSis5H5+/eR40VEdCIyf39DRHGR4/GR+5cijxeu5/gVgIhiiOg0Ef0scl/nboNARFeIqJWIznDF8lqunWogLgERxQD4bwAOAqgA8AoRVazvqJQF+EsAz8459ocAfmmMKQHwy8h9IDyXJZF/XwHwZw9ojMrC3AbwL4wx5QC2A/i9yG9M529jMAWgyRhTC6AOwLNEtB3ANwF8OzJ/YwBejzz/dQBjxhgfgG9HnqesL28AuGC5r3O3sXjKGFNnkSNas7VTDcSlaQRwyRjTbYyZBvBjAL+xzmNS5mCM+RDA6JzDvwHgrcjttwC8bDn+VybMcQCpRJTzYEaqzMUYM2iMaYncnkT4QuWBzt+GIDIP1yN37ZF/BkATgJ9Ejs+dP57XnwDYT0T0gIarzIGIvACeB/AXkfsEnbuNzpqtnWogLo0HQK/lfl/kmPLw4zbGDAJhIwRAVuS4zulDSiRktQXACej8bRgiIcozAAIADgP4BMC4MeZ25CnWOZL5izz+KQDXgx2xYuE7AP4lgNnIfRd07jYSBsAhIjpFRF+JHFuztVM7qSzNQrsjLfve2OicPoQQkQPA/wXwpjFmYgnHhM7fQ4Yx5g6AOiJKBfB3AMoXelrkr87fQwIRvQAgYIw5RUT7+PACT9W5e3jZaYwZIKIsAIeJqGOJ597z/KkHcWn6AORZ7nsBDKzTWJR74xq7zyN/A5HjOqcPGURkR9g4/KEx5u3IYZ2/DYYxZhzABwjnkqYSETsgrHMk8xd53In56SHKg2EngJeI6ArC6VNNCHsUde42CMaYgcjfAMKbs0as4dqpBuLS/BpASaSqKw7AlwD8/TqPSVkefw/g1cjtVwH81HL8n0UqurYD+JTd8cqDJ5LD9D8BXDDG/BfLQzp/GwAiyox4DkFEiQCeRjiP9AiAL0SeNnf+eF6/AOB9o2K864Ix5l8bY7zGmEKEr23vG2N+Czp3GwIiSiKiZL4N4ACANqzh2qlC2XeBiJ5DeFcVA+AHxpg/XuchKXMgoh8B2AcgA8A1AF8H8P8A/C2AfAA9AL5ojBmNGCR/inDV8w0ArxljVtXQXFk5RLQLwFEArfgsD+rfIJyHqPP3kENENQgnwscg7HD4W2PMN4ioGGGvVDqA0wD+iTFmiogSAPwvhHNNRwF8yRjTvT6jV5hIiPkPjDEv6NxtDCLz9HeRu7EA/rcx5o+JyIU1WjvVQFQURVEURVGi0BCzoiiKoiiKEoUaiIqiKIqiKEoUaiAqiqIoiqIoUaiBqCiKoiiKokShBqKiKIqiKIoShRqIiqIoC0BEbxLRpvUex1IQUSERta33OBRFefRQA1FRFGVh3gTwUBuIq8XSMUNRFCUKNRAVRXmsiXQk+AciOktEbUT0m0T0+wByARwhoiOR5x0gon8kohYi+j+R/tEgoitE9E0iOhn551vgPf6IiH5ARB8QUXfk9ed5AInoD4jojyK3PyCibxPRh0R0gYgaiOhtIuoiov9geflYInqLiM4R0U/Y60lE9UT0KyI6RUTvWtpvfUBE/5GIfgXgjfvypSqKsuFRA1FRlMedZwEMGGNqjTFVAN4xxnwX4T6lTxljniKiDAD/FsDTxpitAD4G8M8trzFhjGlEuFPBdxZ5nzIAn0O4X+rXIz2o78a0MWYPgD9HuGXW7wGoAvDbkY4JAOAH8D1jTA2ACQBfi7z2fwXwBWNMPYAfALB2gUo1xuw1xnxrGWNQFOUxRMMLiqI87rQC+BMi+iaAnxljji7wnO0AKgAcC3esQhyAf7Q8/iPL328v8j7/YIyZAjBFRAEA7mWMjXu/twI4z71TiagbQB6AcQC9xphjkef9NYDfB/AOwobk4ch4YwBY+67+zTLeW1GUxxg1EBVFeawxxnQSUT2A5wD8JyI6ZIz5xpynEYDDxphXFnuZRW5bmbLcvoPw+nsb0ZGchEX+z+yc/z+Lz9bvue9nIuM9b4x5cpGxhBY5riiKAkBDzIqiPOYQUS6AG8aYvwbwJwC2Rh6aBJAcuX0cwE7OLySiTURUanmZ37T8tXoW78Y1AFlE5CKieAAvrOAj5BMRG4KvAPgIwEUAmXyciOxEVLmC11YU5TFFPYiKojzuVAP4z0Q0C2AGwO9Gjn8PwC+IaDCSh/jbAH4UMeSAcE5iZ+R2PBGdQHjTvZiXcR7GmBki+gaAEwAuA+hYwfgvAHiViP4HgC4Af2aMmSaiLwD4LhE5EV7rvwPg/ApeX1GUxxAyZrFoiKIoinI3iOgKgCeMMcPrPRZFUZS1QkPMiqIoiqIoShTqQVQURVEURVGiUA+ioiiKoiiKEoUaiIqiKIqiKEoUaiAqiqIoiqIoUaiBqCiKoiiKokShBqKiKIqiKIoShRqIiqIoiqIoShT/Hy9fIlUOCK7SAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, figsize=(10, 7), sharex=True)\n",
    "samples = sampler.chain\n",
    "labels = [\"log_A\", \"log_f_b\", \"alpha_H\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log A} = -0.90573_{-0.21317} ^{+0.31483}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log f_b} = -4.15734_{-0.38154} ^{+0.24884}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha_H} = 2.25517_{-0.13319} ^{+0.16010}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 1.42021_{-0.06611} ^{+0.06942}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = sampler.chain[:, 100:, :].reshape((-1, ndim))\n",
    "\n",
    "labels = [\"log A\", \"log f_b\", \"alpha_H\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.5f}_{{-{1:.5f}}} ^{{+{2:.5f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples, labels=[\"$log A$\", \"$log f_b$\", \"$alpha_H$\", \"$poisson$\"],\n",
    "                      truths=[m.values[0], m.values[1], m.values[2], m.values[3]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def twi_minus_loglikelihood_nobreak(log_A,alpha,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata101 = pd.read_csv(\"perlist101.csv\")\n",
    "    f = perdata101['f']\n",
    "    per = perdata101['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata101)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 4104.102761142602</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 134</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 2.2170585298861444e-08</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#SRYyYRzZOh').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-5.44819</td>\n",
       "        <td>0.289025</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>2.02886</td>\n",
       "        <td>0.0867623</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>1.36463</td>\n",
       "        <td>0.065129</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"SRYyYRzZOh\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -5.44819 & 0.289025 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 2.02886 & 0.0867623 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 1.36463 & 0.065129 &  &  & 0.0 & 2 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4104.102761142602\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#TYrfqHDAHW').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-5.44819</td>\n",
       "        <td>0.289025</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>2.02886</td>\n",
       "        <td>0.0867623</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>1.36463</td>\n",
       "        <td>0.065129</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"TYrfqHDAHW\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -5.44819 & 0.289025 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 2.02886 & 0.0867623 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 1.36463 & 0.065129 &  &  & 0.0 & 2 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n=Minuit(twi_minus_loglikelihood_nobreak,log_A=-9,alpha=2.0,poisson=1.0,\n",
    "         error_log_A=0.1,error_alpha=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-10,-1),limit_alpha=(1.0,5.0),limit_poisson=(0,2),\n",
    "         errordef=1)\n",
    "\n",
    "n.migrad()\n",
    "\n",
    "print(n.fval)\n",
    "n.print_param()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "log_A,alpha,poisson = n.values[0],n.values[1],n.values[2]\n",
    "        \n",
    "model2 = []\n",
    "R_obs_2 = []\n",
    "T_SSE_obs_2 = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model2.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "    R_obs_2.append(2*per[i]/model2[i])\n",
    "    T_SSE_obs_2 += (((per[i]-model2[i])/model2[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model2, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=13)\n",
    "plt.ylabel(\"power\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 17.297612861908608\n",
      "T_SSE = 1165.5316897402806\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs_2 = max(R_obs_2)\n",
    "print (\"T_R =\", T_R_obs_2)\n",
    "print (\"T_SSE =\", T_SSE_obs_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模拟\n",
    "    \n",
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list_2=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list_2[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list_2=[None for i in range(5000)]\n",
    "TR_list_2=[]\n",
    "TSSE_list_2=[]\n",
    "n_TR_2 = 0\n",
    "n_TSSE_2 = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list_2[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list_2[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list_2.append(max(R_simu))\n",
    "    TSSE_list_2.append(T_SSE_simu)\n",
    "    if TR_list_2[-1]>T_R_obs_2:\n",
    "        n_TR_2 += 1\n",
    "    if TSSE_list_2[-1]>T_SSE_obs_2:\n",
    "        n_TSSE_2 += 1\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtpXuxOknldVq5ctdAHKUlaZJYvdAekNm0Bal73sGlT5rV9SdLS4xk7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOw0KytXrpr3KbIkSdLOcUoxzcqmTd9hvqfIAsOdJEk7wzN2kiRJjRh5sEtyTJJrkmxIcvoU249KcmmSrUlOGFi/JslXk6xPcnmSFw1sOz/Jt5Nc1i9rRnU8kiRJi8VIh2KTLAPOBp4NbAQuSbK2qq4aKPZd4GTgDZOq/wR4aVVdm+QXgXVJLq6qH/Xb31hVF83vEUiSJC1eo77G7khgQ1VdD5DkQuA44N+CXVXd0G+7d7BiVf3rwPubkvwAWAH8CEmSJI18KPYA4MaBzxv7dUNJciSwG3DdwOp39kO0ZybZfZp6pyYZTzK+efPmYXcrSZK0qI062E112+NQt1om2R/4CPCyqpo4q/dm4HHAEcA+wJumqltV51bVWFWNrVixYpjdSpIkLXqjDnYbgYMGPh8I3DTbykn2BP4X8F+r6msT66vq5upsAT5EN+QrSZK0Sxl1sLsEODjJ6iS7AScCa2dTsS//KeDDVfXJSdv2718DHA9cOae9liRJWgJGGuyqaitwGnAxcDXwiapan+SMJM8HSHJEko3AC4H3J1nfV/9t4Cjg5Ckea/LRJFcAVwD7Af99hIclSZK0KKRqvmcTWJzGxsZqfHx8obuxZHQnQ0cx88Qo/j62ciyh+d/vxFRzrR+nJM0gybqqGpupnDNPSJIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1Yqhgl+SiJL+exEAoSZK0yAwb0FYAfwdsTPKnSR43D32SJEnSDhgq2FXVrwIHAx8AXgSsT/LPSV6R5Bfmo4OSJEmanaGHVKvq+qp6W1WtBp4DbADOBG5OckGSZ85xHyVJkjQLO3ut3NeALwPXAA8Bjga+lOSyJIfvbOckSZI0ezsU7JL8apIPAd8H3gN8Aziiqg4CngD8EPjwnPVSkiRJM1o+TOEkbwVOBlYB/wj8J+CTVfWziTJVdVVf7h/nrpuSJEmayVDBDng1cAFwXlVt2E65bwEv3+FeSZIkaWjDBrtHVtU9MxWqqlvpAqAkSZJGZNhr7O5OcuRUG5I8OcmMoU+SJEnzY9hgl+1seyCwdSf6IkmSpJ0w41BskkfS3Swx4fAkD5pU7EHAScC3565rkiRJGsZsrrF7GfB2oPrlnGnK/RR4xRz1S5IkSUOaTbD7K+AiumHYy4GX9K+D7ga+W1Vb5rZ7kiRJmq0Zg11VbQY2AyRZDdxcVXfPd8ckSZI0nNlcY/eQqvpJ/3EzsDzJtPUGykqSJGmEZjMUe2eSp1XVN4Af011ntz3Ldr5bkiRJGtZsgt3LgesG3s8U7CRJkrQAZnON3QUD78+f195IkiRphw01pVh/bd2ywbtfkzwHOAT4h6q6dI77J0mSpFkadq7YjwO30w3JkuT3gb8EtgDLkvxWVX1mbrsoSZKk2Rh2SrGnAp8d+PxG4D1V9WDgA8Bb5qpjkiRJGs6wwW5f4PsASZ4I/CLwvn7bJ+mGZCVJkrQAhg12m7hv3thjgO9U1cQdsw8G7p2jfkmSJGlIw15j90ng3UmeRDeH7FkD2w4Hrp2rjkmSJGk4wwa704E7gCOAc4B3DWx7Mt3NFZIkSVoAQwW7qtoKnDHNtt+akx5JkiRphwx7xu7f9M+0223yeueKlSRJWhhD3TyRZM8kZyW5CfgZcOcUiyRJkhbAsGfs3g88j+6ZdVcBd895jyRJkrRDhg12zwVeV1UfmI/OSJIkaccN+xy7u4CN89ERSZIk7Zxhg917gP+UZNh6kiRJmmfDBrQDgCcB1yQ5N8mfTVrePVMDSY5Jck2SDUlOn2L7UUkuTbI1yQmTtp2U5Np+OWlg/ZOTXNG3+d4kGfK4JEmSlrxhr7E7gW7asOXAs6fYXsCbpqucZBlwdl93I3BJkrVVddVAse8CJwNvmFR3H+DtwFi/n3V93dvoHpZ8KvA14LN00519bshjkyRJWtKGfUDx6p3c35HAhqq6HiDJhcBxdHfYTuzjhn7b5Hlnnwt8oapu7bd/ATgmyVeAPavqq/36DwPHY7CTJEm7mFFfK3cAcOPA5439up2pewD3v6FjmDYlSZKaMXSwS3JYko8nuS7JliS/3K9/Z5JjZ6o+xbqa7a6nqTvrNpOcmmQ8yfjmzZtnuVtJkqSlYdiZJ44F1gErgQ8DDxzYvAX4vRma2AgcNPD5QOCmWe5+urob+/cztllV51bVWFWNrVixYpa7lSRJWhqGPWP3LuD8qvpV4J2Ttl0GrJmh/iXAwUlWJ9kNOBFYO8t9Xww8J8neSfYGngNcXFU3A3cmeWp/N+xLgU/Psk1JkqRmDBvsHgd8vH8/ebjzDmCf7VWuqq3AaXQh7WrgE1W1PskZSZ4PkOSIJBuBFwLvT7K+r3sr8Md04fAS4IyJGymA19BNc7YBuA5vnJAkSbugYR938gPgUdNsO5TuUSXbVVWfpXskyeC6tw28v4T7D60OljsPOG+K9ePAE2batyRJUsuGPWN3IXBGkqcPrKskj6V7ft1H56xnkiRJGsqwZ+zeChwC/ANwc7/u03Q3U3we+JO565okSZKGMewDircAz0tyNPBrwH7ArcAXq+oL89A/SZIkzdKsg11/x+mzgacCj+hXbwS+Cvzvue+aJEmShjGrYJfkcLq7YR8N3APcQvdg4H2BZcC1SU6sqsvmq6OSJEnavhlvnkjyCLrHk/wU+HVgj6r6xaraH/gF4HnA3cDFSR4+n52VJEnS9GZzV+zv0YW6Z1TVxVV198SGqtpSVZ8DjurLnDY/3ZQkSdJMZhPsngP8VVXdMV2BqvoRcA5wzFx1TJIkScOZTbB7DHDpLMqt68tKkiRpAcwm2O0F3D6LcncCe+5cdyRJkrSjZhPswrbzwm6vrCRJkhbAbJ9jd3GSrXPUliRJkubBbMLYO+a9F5IkSdppMwa7qjLYSZIkLQGzucZOkiRJS4DBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO2nJ2p0k876sXLlqoQ9UkjRLyxe6A5J21Bag5n0vmzZl3vchSZobnrGTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqxMiDXZJjklyTZEOS06fYvnuSj/fbv55kVb/+JUkuG1juTbKm3/aVvs2JbQ8f7VFJkiQtvJEGuyTLgLOBY4FDgBcnOWRSsVOA26rqMcCZwLsBquqjVbWmqtYAvwvcUFWXDdR7ycT2qvrBvB+MJEnSIjPqM3ZHAhuq6vqquhu4EDhuUpnjgAv69xcBz0qSSWVeDPzNvPZUkiRpiRl1sDsAuHHg88Z+3ZRlqmorcDuw76QyL2LbYPehfhj2rVMEQQCSnJpkPMn45s2bd/QYJEmSFqVRB7upAlcNUybJU4CfVNWVA9tfUlVPBJ7RL7871c6r6tyqGquqsRUrVgzXc0mSpEVu1MFuI3DQwOcDgZumK5NkObAXcOvA9hOZdLauqr7Xv94JfIxuyFeSJGmXMupgdwlwcJLVSXajC2lrJ5VZC5zUvz8B+FJVFUCSBwAvpLs2j37d8iT79e8fCDwPuBJJkqRdzPJR7qyqtiY5DbgYWAacV1Xrk5wBjFfVWuCDwEeSbKA7U3fiQBNHARur6vqBdbsDF/ehbhnwv4G/HsHhSJIkLSrpT4btcsbGxmp8fHyhu7FkdPejzPfflVHsY1T7aWUf3X4W7N+JifugdtF/pyRpQpJ1VTU2UzlnnpAkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpESMPdkmOSXJNkg1JTp9i++5JPt5v/3qSVf36VUl+muSyfnnfQJ0nJ7mir/PeJBndEUmSJC0OIw12SZYBZwPHAocAL05yyKRipwC3VdVjgDOBdw9su66q1vTLqwfWnwOcChzcL8fM1zFIkiQtVqM+Y3cksKGqrq+qu4ELgeMmlTkOuKB/fxHwrO2dgUuyP7BnVX21qgr4MHD83HddkiRpcRt1sDsAuHHg88Z+3ZRlqmorcDuwb79tdZJvJvk/SZ4xUH7jDG0CkOTUJONJxjdv3rxzRyJJkrTIjDrYTXXmrWZZ5mbgkVV1OPB64GNJ9pxlm93KqnOraqyqxlasWDFEtyVJkha/UQe7jcBBA58PBG6arkyS5cBewK1VtaWqfghQVeuA64DH9uUPnKFNSZKk5o062F0CHJxkdZLdgBOBtZPKrAVO6t+fAHypqirJiv7mC5I8iu4mieur6mbgziRP7a/Feynw6VEcjCRJ0mKyfJQ7q6qtSU4DLgaWAedV1fokZwDjVbUW+CDwkSQbgFvpwh/AUcAZSbYC9wCvrqpb+22vAc4HHgx8rl8kSZJ2KeluJN31jI2N1fj4+EJ3Y8noTobO99+VUexjVPtpZR/dfhbs34mJG+J30X+nJGlCknVVNTZTOWeekCRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkzWB3kszrsnLlqoU+SElqwkhnnpC0FG1hvh+EvGlT5rV9SdpVeMZOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwa4BK1eumveZASRJ0uLnzBMN2LTpO8z3zABguJMkabHzjJ0kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDVi5MEuyTFJrkmyIcnpU2zfPcnH++1fT7KqX//sJOuSXNG/Hj1Q5yt9m5f1y8NHd0SSJEmLw/JR7izJMuBs4NnARuCSJGur6qqBYqcAt1XVY5KcCLwbeBFwC/AbVXVTkicAFwMHDNR7SVWNj+RAJEmSFqFRn7E7EthQVddX1d3AhcBxk8ocB1zQv78IeFaSVNU3q+qmfv164EFJdh9JryVJkpaAUQe7A4AbBz5v5P5n3e5Xpqq2ArcD+04q8wLgm1W1ZWDdh/ph2Lcmydx2W5IkafEbdbCbKnDVMGWSHEo3PPuqge0vqaonAs/ol9+dcufJqUnGk4xv3rx5qI5LkiQtdqMOdhuBgwY+HwjcNF2ZJMuBvYBb+88HAp8CXlpV101UqKrv9a93Ah+jG/LdRlWdW1VjVTW2YsWKOTkgSZKkxWLUwe4S4OAkq5PsBpwIrJ1UZi1wUv/+BOBLVVVJHgb8L+DNVfVPE4WTLE+yX//+gcDzgCvn+TgkSZIWnZEGu/6audPo7mi9GvhEVa1PckaS5/eF7SfuAAAKtUlEQVTFPgjsm2QD8Hpg4pEopwGPAd466bEmuwMXJ7kcuAz4HvDXozsqSZKkxSFVky9x2zWMjY3V+HgbT0fp7hWZ7++xlX2Maj+t7GNU+3kQsGWbtRN7nYu7oR7xiF/i+9+/YQ5akqTRS7KuqsZmKjfS59hJ0tS2MHV4nIh0Ox8sN23yZnlJ7XNKMUmSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJO0i9idJPO+rFy5aqEPVNIubPlCd0CSRmMLUPO+l02bMu/7kKTpeMZOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkaU7N/5y0zkcraTrOFStJc2r+56R1PlpJ0/GMnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2krTkzP+0ZU5dJi1NTikmSUvO/E9bBk5dJi1FnrGTJElqhMFuHq1cuWokwyWSND/mf8jX4V5pbjkUO482bfoOoxguAcOdpPkw/0O+DvdKc2vkZ+ySHJPkmiQbkpw+xfbdk3y83/71JKsGtr25X39NkufOtk1J0mLlWUFpLo002CVZBpwNHAscArw4ySGTip0C3FZVjwHOBN7d1z0EOBE4FDgG+Ksky2bZpiRpUZo4Kzh/y6ZN3/cuYu0yRn3G7khgQ1VdX1V3AxcCx00qcxxwQf/+IuBZ6S4kOw64sKq2VNW3gQ19e7NpU5K0y5r/8DiqAGl41ExGfY3dAcCNA583Ak+ZrkxVbU1yO7Bvv/5rk+oe0L+fqU0AkpwKnNp//HGSa3bgGIY0qutH5mU/+wG3zPM+JlnSf16LaR+Tvrt5288c2nYf2c62udrH/Nip/czyu1sSx7Ir7WOOf3NT27TpO940N/dG8t3NgV+aTaFRB7up/jZOvjJ3ujLTrZ/qrOOUV/tW1bnAudvroO6TZLyqxha6Hxqe393S5Xe3NPm9LV2tfXejHordCBw08PlA4KbpyiRZDuwF3LqdurNpU5IkqXmjDnaXAAcnWZ1kN7qbIdZOKrMWOKl/fwLwpaqqfv2J/V2zq4GDgW/Msk1JkqTmjXQotr9m7jTgYmAZcF5VrU9yBjBeVWuBDwIfSbKB7kzdiX3d9Uk+AVwFbAVeW1X3AEzV5iiPq2EOWy9dfndLl9/d0uT3tnQ19d2lOxkmSZKkpc4pxSRJkhphsJMkSWqEwU4AJDkvyQ+SXDmwbp8kX0hybf+690L2UVOb5rv7b0m+l+Syfvn1heyjtpXkoCRfTnJ1kvVJ/qBf7+9ukdvOd+fvbpFL8qAk30jyL/13945+/ep005hem25a090Wuq87ymCnCefTTdU26HTgi1V1MPDF/rMWn/PZ9rsDOLOq1vTLZ0fcJ81sK/CHVfV44KnAa/vpEP3dLX7TfXfg726x2wIcXVVPAtYAxyR5Kt30pWf2v7vb6KY3XZIMdgKgqv6B7i7kQYPTu10AHD/STmlWpvnutMhV1c1VdWn//k7garrZdPzdLXLb+e60yFXnx/3HB/ZLAUfTTWMKS/x3Z7DT9jyiqm6G7h8y4OEL3B8N57Qkl/dDtQ7nLWJJVgGHA1/H392SMum7A393i16SZUkuA34AfAG4DvhRVW3tiwxOWbrkGOykNp0DPJpuqOFm4D0L2x1NJ8kewP8P/OequmOh+6PZm+K783e3BFTVPVW1hm6mqiOBx09VbLS9mjsGO23PpiT7A/SvP1jg/miWqmpT/4/XvcBf0/3jpUUmyQPpgsFHq+p/9qv93S0BU313/u6Wlqr6EfAVuuskH9ZPYwpLfGpSg522Z3B6t5OATy9gXzSEiWDQ+03gyunKamEkCd1MO1dX1f8Y2OTvbpGb7rvzd7f4JVmR5GH9+wcDv0Z3jeSX6aYxhSX+u3PmCQGQ5G+AZwL7AZuAtwN/C3wCeCTwXeCFVeVF+ovMNN/dM+mGgwq4AXjVxHVbWhySPB34R+AK4N5+9R/RXavl724R285392L83S1qSQ6juzliGd3JrU9U1RlJHgVcCOwDfBP4narasnA93XEGO0mSpEY4FCtJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kpaUJE9JUjMs9/bTPc31vh+b5L8l2W2u6iY5JcntA0+9H0k7ktrkc+wkLSlJ9gEeO7Dq94HnAc8ZWPfzqlo3D/v+A+AtVfXwuaqb5JHAnlU1q1kK5qodSW3yf3aSlpR+FoavTXxO8lbgyqr62vS15sxh7Pg0UVPWrarvLlA7khrkUKykpe6JzNGcnEmOSfJ/k/woyR1JxpM8u9+2GXg58B8GhnyP7re9JMk/JLklyY+TfDXJ0wbanbJukgckuSvJK3amD9O0syzJ65JcnuRnSW5O8tF+nlNJjfKMnaQlK8lewEF0c3bubFvPpJsf+V3A24CHAE8HtvZh6DfoJgp/D/CZvtpl/euhdPNPfhvYHXgl8LdJDgJ+vp26j+r3c8VO9mFyOw8ALqKbM/hPgXV0f07HltffSE3zGjtJS1aSXwH+L3B0VX15J9v6a2CfqnrBNNtX0QW3p21v2Le/eeHRwLeAQ6rq6unqJvkt4JN018bdtaN9mKKdPwTeARxRVVfP6g9AUhMcipW0lD2hf93mjF2S30xya5LLknw7yftmGIb8KfDcJP85ycopth8GFJOGfZM8OMl/SXJFkrvoztB9q9/8k+3VpRtGvr6q7tqZPgy205+t+y/AWYY6addjsJO0lD0R2FRVt0yxbQ1wblWtAZ4E/DbwlO209VbgfLoh0O8luTjJoQPbD6MLTz+eWNEHxc/S3Zn7IeB44AjgHLpQd+N0dQf6f/nO9GGKdg4DHg58ajvHKqlRBjtJS9kTmP76ujXA1QBVdQewGdgyXUNVdXtVnQasAI4FDgY+OFDkMOBfJlU7iu46thdU1f+oqi9U1TjweOCKqrp3O3Un1v9b/3ewD5Pb2b9/vXm6Y5XULoOdpKXsCUx/R+wa+iHRJMcDX6+qb87UYFXdU1WfBy4Glg1sehz3DbFOOLB//deJFUmOoQt7gwFsm7pJHkx3Ld7gGbuh+zBFO9/vXx8/5QFKapp3xUpakpLsD+zL1NfX7U13F+gHkjysX33Edtp6P7CV7o7THwLPAE4BTh0odgdwVJKjgLuBrwOXAvcC/1+SC/p9nER3Hdy/zFD3ULr/XF++k324Xzv9n8d64JwkbwNuAg4BDqqqN033ZyCpDZ6xk7RUPbF/neqM3Rrg6qp6It2jQK4FXjFFuQnX0IWyDwCfphsGfWFVnT9Q5nRgH+CLwN9W52rgtcCzgf8JHE73qJNw/2C3Td2+/3cB1+1MHya3U1Vb6R6L8k3gTODv+mOf8WylpKXPx51Iak6S1wFrquqk/vNvAX9UVWML2zNJml+esZPUoicB4wOf/x54fJJfXKD+SNJIeMZOkiSpEZ6xkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqxP8Dayn+qUSvpjkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR_2/5000\n",
    "p_TR_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE_2/5000\n",
    "p_TSSE_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9,0.9,'p=%s'%p_TSSE_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对无截断幂律谱尝试emcee\n",
    "\n",
    "# 均匀先验\n",
    "\n",
    "def lnprior_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    if -10 < log_A < -1 and 1.0 < alpha < 5.0 and 0.0 < poisson < 2.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    lp = lnprior_nobreak(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood_nobreak(log_A,alpha,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 1237.6 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 3, 100\n",
    "pos = [[n.values[0],n.values[1],n.values[2]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler_nobreak = emcee.EnsembleSampler(nwalkers, ndim, lnprob_nobreak)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler_nobreak.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, figsize=(10, 7), sharex=True)\n",
    "samples_nobreak = sampler_nobreak.chain\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples_nobreak[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples_nobreak[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log_A} = -5.4762310_{-0.3052582}^{+0.2890607}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha} = 2.0378311_{-0.0879351}^{+0.0899025}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 1.3698006_{-0.0645461}^{+0.0662976}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples_nobreak = sampler_nobreak.chain[:, 100:, :].reshape((-1, ndim))\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples_nobreak[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.7f}_{{-{1:.7f}}}^{{+{2:.7f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 547.2x547.2 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples_nobreak, labels=[\"$logA$\", \"$alpha$\", \"$poisson$\"],\n",
    "                      truths=[n.values[0], n.values[1], n.values[2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.588953133961695\n"
     ]
    }
   ],
   "source": [
    "# LRT statistic\n",
    "T = n.fval-m.fval\n",
    "print(T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.stats as stats\n",
    "\n",
    "p = stats.chi2.pdf(T,1)\n",
    "p1 = (\"%.2f\" % p)\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(np.linspace(0,25,100),stats.chi2.pdf(np.linspace(0,25,100),df=1))\n",
    "plt.axvline(T,color=\"r\")\n",
    "plt.text(0.1,1.8,'p=%s'%p1,color='red',ha='center',transform=ax.transAxes,fontsize=13)\n",
    "plt.xlabel(\"LRT statistic\",fontsize=13)\n",
    "plt.ylabel(\"density\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
